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Paper Citation Record · LEDGER

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

As of 9 August 2026, this Paper Citation Record lists 100 of 114 outbound references and 14 inbound Pith citation observations for arXiv:2502.06975.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.06975 v1

Coverage vector

measured 100 of 114 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T14:13:38.404452Z

measured 114 of 114 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:10:29.042261Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-28T20:22:37.793072Z

Reference resolution

100 of 114 outbound references displayed

  • verified exact3
  • verified fuzzy0
  • unresolved96
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e58cc25a-58bb-453d-a9df-ae8bb49f0d3a · outbound

This paper cites Mnemosyne: Parallelization strategies for efficiently serving multi-million context length llm inference requests without approximations, 2024.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Mnemosyne: Parallelization strategies for efficiently serving multi-million context length llm inference requests without approximations, 2024

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.918931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.918931Z digest=sha256:9efbfc07bede7913bdc7f8e875e53c0ce6c47204bcc915aab90729a32451b6f6

Observation 61bb4ede-df3a-477e-aaa9-04167fc435c4 · outbound

This paper cites Forgetting transformer: Softmax attention with a forget gate.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Forgetting transformer: Softmax attention with a forget gate

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.925301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.925301Z digest=sha256:98546a877e4c6bc9d592140760edc73f8a7990f84530ef2e6e7c2d921016e4b8

Observation 464c7f13-9e3d-4655-9121-3abe381ab482 · outbound

This paper cites Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System

Reference 3

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unresolved
no resolver link, observed 2026-08-08T14:13:37.930090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.930090Z digest=sha256:41a1681f6dc93d59777a7d234a6cd4bb86ded34b8f08dd52ab23841e2d0251f2

Observation 4fa49a25-b288-4f1d-8145-22457d2022f1 · outbound

This paper cites an unresolved cited work.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.935381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.935381Z digest=sha256:7c24cb1bced3af180a8ca7fa5249e7b868a49d40aa2a5ac02c2c6118302cb817

Observation 01be9010-d2bf-4e8c-a6f3-3c35977b2d29 · outbound

This paper cites an unresolved cited work.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.940284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.940284Z digest=sha256:2ad2cdaabec9f85636cc0947f66f71561aed677d11ede42896ed33689ce20885

Observation 2331b5e8-fa42-4c48-b6a2-fe99afb174b0 · outbound

This paper cites Titans: Learning to Memorize at Test Time.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Titans: Learning to Memorize at Test Time

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.945018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.945018Z digest=sha256:3054a7a785ecf50ba97d80a8523a6f5c453bd927ccfd80b62aa29e4431a307be

Observation 24b3b3aa-0530-47d8-bd9b-f803dedc0a43 · outbound

This paper cites Memory Layers at Scale.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Memory Layers at Scale

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.950838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.950838Z digest=sha256:718af59e92483f9d74eb70630b8c56b4ebc30e06ed389c3e6bf79c02919ef210

Observation 96ee247f-0cdb-4672-923d-7995a7e671b0 · outbound

This paper cites The Reversal Curse: LLMs trained on "A is B" fail to learn "B is A".

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents The Reversal Curse: LLMs trained on "A is B" fail to learn "B is A"

Reference 8

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unresolved
no resolver link, observed 2026-08-08T14:13:37.955955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.955955Z digest=sha256:8f0634890032d4a3da3859072ac6952b034a80d4a30abfeda71cc5f15e480764

Observation 6dad882d-1c88-4198-b3f4-5ddb9822b142 · outbound

This paper cites Large-scale Simple Question Answering with Memory Networks.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Large-scale Simple Question Answering with Memory Networks

Reference 9

Resolution
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no resolver link, observed 2026-08-08T14:13:37.960747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.960747Z digest=sha256:d1fa0453dee6a58d0df8499a8147d10231cb485fc0179e8dc204c4a72bf57c8a

Observation d4937893-d0a2-45b9-8c82-11ad5be1b371 · outbound

This paper cites Reducing Transformer Key-Value Cache Size with Cross-Layer Attention.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Reducing Transformer Key-Value Cache Size with Cross-Layer Attention

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.965936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.965936Z digest=sha256:c6364cfa5a8e3c8e0a10550d03e8c62031def032ebadca920fe1d39af3738168

Observation ee9c974a-4549-4991-b28e-c90f7730c67f · outbound

This paper cites Recurrent Memory Transformer.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Recurrent Memory Transformer

Reference 11

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no resolver link, observed 2026-08-08T14:13:37.971636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.971636Z digest=sha256:9cbe8c7ef7ceac5be28b16704d338d99c0b8f1ed98ab319ad765f749129c257d

Observation d474a308-a51a-4d32-a5c3-3e2f52ad4918 · outbound

This paper cites Editing Factual Knowledge in Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Editing Factual Knowledge in Language Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.976440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.976440Z digest=sha256:fa26770ce355c8d43c64dd6fcba4816908bc2b4060eeaaa50e481edf104e3e78

Observation 48aa907b-0363-4d0a-8400-4550bf03319d · outbound

This paper cites Lift yourself up: Retrieval-augmented text generation with self-memory.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Lift yourself up: Retrieval-augmented text generation with self-memory

Reference 13

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unresolved
no resolver link, observed 2026-08-08T14:13:37.981279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.981279Z digest=sha256:c722bf31ffa9c57a6d1eb7469fd1cf223d6c5853393f98c568a80a03e15d7f18

Observation 1b644aab-6eb8-4d7f-95cb-dfce1f7f2930 · outbound

This paper cites knowing how.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents knowing how

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.985925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.985925Z digest=sha256:9c1f88640535e5ed4fe5b7b83493f933c538ecb9f30e5e52a201fcc24df47fcd

Observation 083d0bf3-15e5-4f6f-a7b6-99c0d48ea788 · outbound

This paper cites Understanding memory through hippocampal remapping.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Understanding memory through hippocampal remapping

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.990505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.990505Z digest=sha256:c73bf1897d8a346d165d262eb9809cd4e5498915eb10c661a88404f6c43e3fca

Observation cba53cd1-8ffd-4aad-b646-5b54474b94e6 · outbound

This paper cites an unresolved cited work.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-08T14:13:37.995091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.995091Z digest=sha256:3ee77385c702bd8f3e28679616e76d8cfb667e6721b89b82f9dcaaf12caf168f

Observation 6cbfaabc-3054-43bb-b330-677b5dbe3c90 · outbound

This paper cites Sensory–perceptual episodic memory and its context: Autobiographical memory.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Sensory–perceptual episodic memory and its context: Autobiographical memory

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:37.999658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:37.999658Z digest=sha256:c61dea8f77ba652ae01417b1511dc16b52ddf05eecff076c976c191b1dc6c729

Observation 20c60b5c-8753-413f-9f29-35fe03241865 · outbound

This paper cites Transformer- XL : Attentive language models beyond a fixed-length context.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Transformer- XL : Attentive language models beyond a fixed-length context

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.004358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.004358Z digest=sha256:7acfe8947c86dc96b9dde99754c3f6f8f4fa0de6676333e3b99c50add07d7cee

Observation dda8c32c-8f30-4dda-bbc9-b874385137e1 · outbound

This paper cites Larimar: Large Language Models with Episodic Memory Control.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Larimar: Large Language Models with Episodic Memory Control

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.009083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.009083Z digest=sha256:0319992864c4463a784fb8232e4567ea78b8ced6e77c19d2ec9e9a3e6a34f97e

Observation 9c6078e2-1383-40de-b74c-3db0df80e896 · outbound

This paper cites Larimar: Large language models with episodic memory control.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Larimar: Large language models with episodic memory control

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.014445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.014445Z digest=sha256:ca40aecb330ee82deed80a4ef6e9e52e8cf3040dd2d2792a39c0d54ad405f0f4

Observation 00067a60-19fe-4def-932b-f7cb71f6d53c · outbound

This paper cites SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.019187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.019187Z digest=sha256:303d7d584b45a3be1e7e782ea1bf6aebae66bfee856307b60b8c2b71a01128f0

Observation 4b7f666b-d535-4a7b-a343-7bf47a557049 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.024552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.024552Z digest=sha256:61b2150824c2f7633e343853f90b696d713106515ec45f3f5dba3e72e283ed9c

Observation dac8c07b-b627-42d0-83ae-a79962339555 · outbound

This paper cites The hippocampus as a cognitive map.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents The hippocampus as a cognitive map

Reference 23

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no resolver link, observed 2026-08-08T14:13:38.030838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.030838Z digest=sha256:743993b455a6b2a61372582abf692f2476af45d3e940a6e81e0f9891c45c6ea2

Observation d9149852-e32b-4812-a830-1bc0c286cdd2 · outbound

This paper cites and Cohen, N.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents and Cohen, N

Reference 24

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unresolved
no resolver link, observed 2026-08-08T14:13:38.035719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.035719Z digest=sha256:eca6527c95c0ff92f88451487c717210907b31c36c9a29c021ea08dbcbfe0ae1

Observation f571a9cf-3cf4-4cc6-a94f-46147426f077 · outbound

This paper cites A., Oomerjee, A., Christopoulou, F., Lampouras, G., Bou-Ammar, H., and Wang, J.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents A., Oomerjee, A., Christopoulou, F., Lampouras, G., Bou-Ammar, H., and Wang, J

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.041009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.041009Z digest=sha256:2bd70211c1bdf5f068b9fa3c6af9188aa0b44165789c856d8b0a88c54e4920b3

Observation 09dae333-a79a-49c2-a9fe-542b55606cbe · outbound

This paper cites Enabling Large Language Models to Generate Text with Citations.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Enabling Large Language Models to Generate Text with Citations

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.045601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.045601Z digest=sha256:0b9e817cbfb575dd060ad6bc37f5c8c061f3db4406c102384b33b8e19bde9aa7

Observation 504becca-d38f-4f73-9ece-d66d981c8750 · outbound

This paper cites Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs

Reference 27

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unresolved
no resolver link, observed 2026-08-08T14:13:38.050445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.050445Z digest=sha256:c24fc091c302dec43b431b098f76f3e357060ef529fa02066a568fdbbb650259

Observation 33ed1436-33a4-46ea-affb-b20ed489d39d · outbound

This paper cites GoldFinch: High Performance RWKV/Transformer Hybrid with Linear Pre-Fill and Extreme KV-Cache Compression.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents GoldFinch: High Performance RWKV/Transformer Hybrid with Linear Pre-Fill and Extreme KV-Cache Compression

Reference 28

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unresolved
no resolver link, observed 2026-08-08T14:13:38.055847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.055847Z digest=sha256:598920dba84a686eeea34969b02c8016f4783e4169d61b10400871a1dff5f515

Observation 04712368-3cee-41d8-8de1-c2db9879e425 · outbound

This paper cites Neural Turing Machines.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Neural Turing Machines

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.060567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.060567Z digest=sha256:8b8957208f9bbba2ec363f893e9be599f46ca8c46afb352bc2b093a21c1a6d11

Observation 5993c96c-1744-4a63-b0f4-45bd95f6142a · outbound

This paper cites G., Grefenstette, E., Ramalho, T., Agapiou, J., et al.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents G., Grefenstette, E., Ramalho, T., Agapiou, J., et al

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.065358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.065358Z digest=sha256:8638315562d9181845708aefd8dac2ca70ee5910a489b9fa823eb4374d6b2bcd

Observation 079c498f-da88-4f2b-97e8-1e6ffcc40585 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.070431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.070431Z digest=sha256:388150bfc6e2ca40f07da55c9fdba37b4ceaf8fb6b630249b168dbe9a99587e6

Observation 3f497e2d-944c-4744-a67e-afe3d7aa8839 · outbound

This paper cites Model Editing at Scale leads to Gradual and Catastrophic Forgetting.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Model Editing at Scale leads to Gradual and Catastrophic Forgetting

Reference 32

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unresolved
no resolver link, observed 2026-08-08T14:13:38.075538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.075538Z digest=sha256:d8d9dcd163c56c4618b4ff3364623cbdbf2ce9617b42cb229149ab7d756632e7

Observation 20d0b06c-1366-442d-9281-be70704ace89 · outbound

This paper cites HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

Reference 33

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unresolved
no resolver link, observed 2026-08-08T14:13:38.081249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.081249Z digest=sha256:41e96c28366e3b986bff20f6c63d6e1c7adc5db262bbbc5432b50959eb10e6b3

Observation 1136df10-4634-4384-a073-86790880500f · outbound

This paper cites and Schwartz, B.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents and Schwartz, B

Reference 34

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no resolver link, observed 2026-08-08T14:13:38.086834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.086834Z digest=sha256:540bc785dad6daaab87d9480bc0bcd920f7af82c361852d85f3bd0b9d3a429b9

Observation be1fa527-ce15-46b7-baf4-6c1e0d7132b6 · outbound

This paper cites LM -infinite: Zero-shot extreme length generalization for large language models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents LM -infinite: Zero-shot extreme length generalization for large language models

Reference 35

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unresolved
no resolver link, observed 2026-08-08T14:13:38.091276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.091276Z digest=sha256:af4b90e3b7f56a72cc7787f1a3f59a020e29413b1f1e59f9c5f5f8c76e0bc799

Observation 2dbfab0e-01dd-4f32-8e8e-538cd0110b33 · outbound

This paper cites KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization

Reference 36

Resolution
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no resolver link, observed 2026-08-08T14:13:38.095954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.095954Z digest=sha256:3311f46bc5b3da301b714362ee579fb67dd8218022e182105d95ae7cef5e0816

Observation e812ec88-d0cc-49aa-85ec-05d265b550f0 · outbound

This paper cites J., Shen, Y., Wallis, P., Allen-Zhu, Z., Li, Y., Wang, S., Wang, L., and Chen, W.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents J., Shen, Y., Wallis, P., Allen-Zhu, Z., Li, Y., Wang, S., Wang, L., and Chen, W

Reference 37

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no resolver link, observed 2026-08-08T14:13:38.100636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.100636Z digest=sha256:74e84a07d746562ccf6a55aadaab0806abe6764a9430c4631007570b172bf77f

Observation c318852e-3004-4130-9ec8-6478426aeeb4 · outbound

This paper cites Scaling Laws for Neural Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Scaling Laws for Neural Language Models

Reference 38

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source=arxiv_source observed=2026-08-08T14:13:38.105134Z digest=sha256:8daccfb09816f1682a040cdfccc6937ac29c5ade6f6c2873ef44e8cdce18d883

Observation 9c6b4056-ccac-416a-b279-a1750f18743f · outbound

This paper cites Transformers are rnns: Fast autoregressive transformers with linear attention.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Transformers are rnns: Fast autoregressive transformers with linear attention

Reference 39

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no resolver link, observed 2026-08-08T14:13:38.110195Z

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source=arxiv_source observed=2026-08-08T14:13:38.110195Z digest=sha256:8f0bbd095c1945dcff74f4b881e548cf7852bf4fd99b19d64f2e34d28b573125

Observation 63e82271-6314-4ef6-9c7c-9f815bdd3986 · outbound

This paper cites Generalization through memorization: Nearest neighbor language models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Generalization through memorization: Nearest neighbor language models

Reference 40

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no resolver link, observed 2026-08-08T14:13:38.115051Z

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source=arxiv_source observed=2026-08-08T14:13:38.115051Z digest=sha256:fbfd432fe0bc691d9128b37a7f92f3fdc4cb3754a35fbc8c88f7da2215ba62d9

Observation 87e1c128-0529-4b6b-aa93-5537297068dc · outbound

This paper cites The Impact of Inference Acceleration on Bias of LLMs.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents The Impact of Inference Acceleration on Bias of LLMs

Reference 41

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verified exact
local_arxiv, observed 2026-08-08T14:13:39.481668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-08T14:13:38.120119Z digest=sha256:02a75ae7e5d5c2fd39500ca12b616ee4e90350233bdf23e2853b97ec1db7911e

Observation e9c42915-36a4-46d5-80c7-cc37a3ea7601 · outbound

This paper cites an unresolved cited work.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Unresolved cited work

Reference 42

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no resolver link, observed 2026-08-08T14:13:38.125989Z

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source=arxiv_source observed=2026-08-08T14:13:38.125989Z digest=sha256:12ff2083b60c81c3039db5824dd39804fa12b7e0aea3f53f971407e574024b69

Observation 94e76ab6-24d5-46e9-b0f1-94bb6808e2da · outbound

This paper cites H., Gonzalez, J., Zhang, H., and Stoica, I.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents H., Gonzalez, J., Zhang, H., and Stoica, I

Reference 43

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no resolver link, observed 2026-08-08T14:13:38.130750Z

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source=arxiv_source observed=2026-08-08T14:13:38.130750Z digest=sha256:3c61cd49c51418fb36c6445e759651a87df22a4b3dbb85d5fd2a913b3130553a

Observation a91b0305-e3de-4b6e-a686-92430d78f4ae · outbound

This paper cites Prompted llms as chatbot modules for long open-domain conversation.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Prompted llms as chatbot modules for long open-domain conversation

Reference 44

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no resolver link, observed 2026-08-08T14:13:38.135129Z

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source=arxiv_source observed=2026-08-08T14:13:38.135129Z digest=sha256:71a0bcb731095989b8044f91704adc7a15650619a235cff43cfe9eba9f03a680

Observation 338fa06c-f151-4c7f-9d4a-a3e55bb3aa4e · outbound

This paper cites InfiniGen: Efficient Generative Inference of Large Language Models with Dynamic KV Cache Management.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents InfiniGen: Efficient Generative Inference of Large Language Models with Dynamic KV Cache Management

Reference 45

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no resolver link, observed 2026-08-08T14:13:38.139717Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.139717Z digest=sha256:bde4374233b99d6103b0d1f2f465a692352ffb254498de9eddcf6aa2d389be7d

Observation 4b458f3b-2af0-44ce-920a-2ce3912810d2 · outbound

This paper cites Linear Attention Mechanism: An Efficient Attention for Semantic Segmentation.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Linear Attention Mechanism: An Efficient Attention for Semantic Segmentation

Reference 46

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no resolver link, observed 2026-08-08T14:13:38.144287Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.144287Z digest=sha256:301c721e166b1ba96008200c439a889e39547efaa143b2712189f4e276e123d2

Observation b2cc47f3-e9be-4f2d-bc91-6fadc72ee296 · outbound

This paper cites GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models

Reference 47

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no resolver link, observed 2026-08-08T14:13:38.150356Z

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source=arxiv_source observed=2026-08-08T14:13:38.150356Z digest=sha256:50cfcbe83e67155fc3b57abe98c6f20a9f62156cc5b5bc80bef4c90cdb68fa24

Observation fc576d3e-db24-4779-b8a2-dad5bbd193de · outbound

This paper cites Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security

Reference 48

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no resolver link, observed 2026-08-08T14:13:38.155101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.155101Z digest=sha256:2712e849cd891bedcd8f197e149d5b101af648cb70bbc072a47aefb1a773c785

Observation b1f320f3-ace9-4552-99ce-a9840802cd07 · outbound

This paper cites and Losonczy, A.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents and Losonczy, A

Reference 49

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no resolver link, observed 2026-08-08T14:13:38.159786Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.159786Z digest=sha256:64d3a406c7abde395584e48147fd82e95cc7059cfb8841f0e487b82963985d3a

Observation e7f5fa46-7422-4d21-b0e6-525f8bb50e48 · outbound

This paper cites Infinite-LLM: Efficient LLM Service for Long Context with DistAttention and Distributed KVCache.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Infinite-LLM: Efficient LLM Service for Long Context with DistAttention and Distributed KVCache

Reference 50

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no resolver link, observed 2026-08-08T14:13:38.164388Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.164388Z digest=sha256:725c4ce7e92344d6cbc7effb66b29e51ac2f7f6dd29c2c035e79f4ca25ca0721

Observation 9e62e5ff-60fd-4614-a799-f6ef6106f972 · outbound

This paper cites Y., and Lu, O.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Y., and Lu, O

Reference 51

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no resolver link, observed 2026-08-08T14:13:38.169040Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.169040Z digest=sha256:f195ea0acfc59567dc2cb79e709873eac10bd035de3717c53213069dc69f6ffc

Observation cff4f956-d691-4937-a2a9-a02e8aa7f41c · outbound

This paper cites MiniCache: KV Cache Compression in Depth Dimension for Large Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents MiniCache: KV Cache Compression in Depth Dimension for Large Language Models

Reference 52

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no resolver link, observed 2026-08-08T14:13:38.173419Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.173419Z digest=sha256:35a7d1af4d90a18214525351d631d0ed0aedbf23f7d8c4e1cd47c87d40892c2d

Observation 6ac7877f-1439-49a1-8982-ffd85f843a83 · outbound

This paper cites Think-in-Memory: Recalling and Post-thinking Enable LLMs with Long-Term Memory.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Think-in-Memory: Recalling and Post-thinking Enable LLMs with Long-Term Memory

Reference 53

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no resolver link, observed 2026-08-08T14:13:38.178116Z

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source=arxiv_source observed=2026-08-08T14:13:38.178116Z digest=sha256:71fe3cc39328ba47230491b65452114847a8866edf490ecdcfb4eb48b1bdbe8d

Observation 33dd0107-a289-48de-bb5d-871b91528139 · outbound

This paper cites F., Lin, K., Hewitt, J., Paranjape, A., Bevilacqua, M., Petroni, F., and Liang, P.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents F., Lin, K., Hewitt, J., Paranjape, A., Bevilacqua, M., Petroni, F., and Liang, P

Reference 54

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no resolver link, observed 2026-08-08T14:13:38.182955Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.182955Z digest=sha256:8fe0c023a16388810ff67033a097cb6803c0a5549b3501fab82c44d4cb4aa0c2

Observation edfda120-3d85-4a3c-8e30-c85b50c1da3b · outbound

This paper cites Scissorhands: Exploiting the persistence of importance hypothesis for llm kv cache compression at test time.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Scissorhands: Exploiting the persistence of importance hypothesis for llm kv cache compression at test time

Reference 55

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no resolver link, observed 2026-08-08T14:13:38.188583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.188583Z digest=sha256:bfbf3a1c76cfd0678731276d40d69459b33ee90876b916e0c853c5fe395ca917

Observation d721a100-226b-49ac-bc96-43136d7ab549 · outbound

This paper cites KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache

Reference 56

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no resolver link, observed 2026-08-08T14:13:38.193314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.193314Z digest=sha256:61ab7dee839dc43af20ab0f3262e241f1807f093eb887404055b89affa36d803

Observation e4eb9add-3289-44cf-a011-86d0adc1ef83 · outbound

This paper cites Sparser is Faster and Less is More: Efficient Sparse Attention for Long-Range Transformers.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Sparser is Faster and Less is More: Efficient Sparse Attention for Long-Range Transformers

Reference 57

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unresolved
no resolver link, observed 2026-08-08T14:13:38.199036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.199036Z digest=sha256:973abd5886aa22aa84cbaab432507b93ecf58b366ec6914972a86d44585e0902

Observation 42cb4614-1908-4634-9165-7e6124cae1f6 · outbound

This paper cites MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation

Reference 58

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unresolved
no resolver link, observed 2026-08-08T14:13:38.203776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.203776Z digest=sha256:b4b28560485a8d36cf78a0ba4ae93031bdbf7b60628fee7452b7caf0d515aa1c

Observation da87fbaa-1bc0-4d63-a207-b3b77c22a355 · outbound

This paper cites and Roberts, N.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents and Roberts, N

Reference 59

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unresolved
no resolver link, observed 2026-08-08T14:13:38.208424Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.208424Z digest=sha256:f32b341194a7140a8575d70331ac57c71261358b1309db54c2645c4db87f1efa

Observation a2d99a88-762c-43c1-b7fd-e4fc44c7c018 · outbound

This paper cites Why there are complementary learning systems in the hippocampus and neocortex: Insights from the successes and failures of connectionist models of learning and memory.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Why there are complementary learning systems in the hippocampus and neocortex: Insights from the successes and failures of connectionist models of learning and memory

Reference 60

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no resolver link, observed 2026-08-08T14:13:38.212766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.212766Z digest=sha256:3e4902daae3e0239316e0ca6ce8be5a5b32e9e5b8a2edbc4f70e867461358554

Observation 75505072-e6cd-475a-bb67-c6bc07394223 · outbound

This paper cites Locating and Editing Factual Associations in GPT.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Locating and Editing Factual Associations in GPT

Reference 61

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unresolved
no resolver link, observed 2026-08-08T14:13:38.217124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.217124Z digest=sha256:9fabe88606d6628fd1767b8a1f68d0b7d72be0bccb0ed79d93af272e4d226eda

Observation 6c50a82a-4a2e-42cf-aa9b-5f4b856887bd · outbound

This paper cites Mass-Editing Memory in a Transformer.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Mass-Editing Memory in a Transformer

Reference 62

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no resolver link, observed 2026-08-08T14:13:38.221713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.221713Z digest=sha256:cd04fb648279754e5a8f2f11eaa014b6ef825895216bfd31404332a00d7bb8af

Observation 04c0697b-ab1c-4e1c-80a9-8a06ed6e9e6e · outbound

This paper cites Large language models can segment narrative events similarly to humans.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Large language models can segment narrative events similarly to humans

Reference 63

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unresolved
no resolver link, observed 2026-08-08T14:13:38.227249Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.227249Z digest=sha256:bab2a63f7e24363094ea9da822bb1813ef8fe62c04c45a9005c54370ab426cb3

Observation 289a64dc-6292-4479-ad12-6acd036fa067 · outbound

This paper cites Les troubles de la mémoire accompagnant des lésions hippocampiques bilatérales.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Les troubles de la mémoire accompagnant des lésions hippocampiques bilatérales

Reference 64

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no resolver link, observed 2026-08-08T14:13:38.232186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.232186Z digest=sha256:d6d3a06e556b39a8a6b88460a644717ab3fbe87e944361a5b63f2c81a3217532

Observation 4267f6d8-ae2b-4fc0-8dda-4f554cf49041 · outbound

This paper cites Memory-Based Model Editing at Scale.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Memory-Based Model Editing at Scale

Reference 65

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no resolver link, observed 2026-08-08T14:13:38.236793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.236793Z digest=sha256:6503a21826f0e64bc3a82a06c9d4225810e276c5cfa78a406b4acfdacc755cd8

Observation d62b9fd4-9a90-4f3c-94e8-0cf6ce29c8ce · outbound

This paper cites MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory

Reference 66

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no resolver link, observed 2026-08-08T14:13:38.241566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.241566Z digest=sha256:ffe4fa078b46b1b922ad5734ca0b174900a65482dee54d417624864cc3b18570

Observation d956bf74-ca29-4f72-be69-601e29e35852 · outbound

This paper cites Meta Knowledge for Retrieval Augmented Large Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Meta Knowledge for Retrieval Augmented Large Language Models

Reference 67

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no resolver link, observed 2026-08-08T14:13:38.246175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.246175Z digest=sha256:38a7e6eccd09323a2504c57428be6186701e34e4b09c9fd35a5286dc11a98bc3

Observation 4db5cccd-a4d0-42f5-bcf4-8a0e0964a462 · outbound

This paper cites Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference

Reference 68

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no resolver link, observed 2026-08-08T14:13:38.251701Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.251701Z digest=sha256:e9e80327c6e94025b6e3607dbb17791475d8772ca95002fe9518e422204917f8

Observation cae6fdaf-5770-4031-81cd-89a5f9fb1300 · outbound

This paper cites and Norman, K.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents and Norman, K

Reference 69

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no resolver link, observed 2026-08-08T14:13:38.256908Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-08T14:13:38.256908Z digest=sha256:76d094aaab1a25293cd7d020090f902f98b7cf9751f6e5f2054ff020f6f94fd0

Observation 7c8639e1-0efd-4684-9628-3ede0f636e26 · outbound

This paper cites Complementary learning systems.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Complementary learning systems

Reference 70

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no resolver link, observed 2026-08-08T14:13:38.261453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.261453Z digest=sha256:19a8dc588d35a4771d6f8002faa66aaf25f592e91968c168f3291986fd5b21c0

Observation 54b08815-aef4-4161-88da-c673028cb483 · outbound

This paper cites and Nadel, L.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents and Nadel, L

Reference 71

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no resolver link, observed 2026-08-08T14:13:38.267249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.267249Z digest=sha256:90151cac4bcf827ad3adefd6df50fd56abb3638eded3d6b11994dc8fb6931b51

Observation e33ff413-2a03-4587-9f3f-f78d42c452fd · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents MemGPT: Towards LLMs as Operating Systems

Reference 72

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no resolver link, observed 2026-08-08T14:13:38.272503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.272503Z digest=sha256:723972a6c97423f1d65898ebde7cffbcf72d0ae5dcabfb12124e44b7126cccdd

Observation 97b8bec8-ea6d-4883-84ef-92e24f152b48 · outbound

This paper cites Propagating knowledge updates to lms through distillation.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Propagating knowledge updates to lms through distillation

Reference 73

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no resolver link, observed 2026-08-08T14:13:38.277426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.277426Z digest=sha256:2d5c703ac869f9227c2167b553bfb634a99856b8307cd7b322d866014f357160

Observation 10fa111a-1654-433b-aa75-9b6ca2827857 · outbound

This paper cites Anchor-based Large Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Anchor-based Large Language Models

Reference 74

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no resolver link, observed 2026-08-08T14:13:38.281968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.281968Z digest=sha256:3a9bd89b0cae9a7cca5005454ba2285645021452e8c064f6bc2f0d87ce2d3d64

Observation 578cece2-e147-4e79-a30b-37633f37eb86 · outbound

This paper cites RWKV: Reinventing RNNs for the Transformer Era.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents RWKV: Reinventing RNNs for the Transformer Era

Reference 75

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no resolver link, observed 2026-08-08T14:13:38.286521Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.286521Z digest=sha256:915aa0012a65e5b9ae882fd6f47ff43081df2005f34bc00d9e81b232c30f807f

Observation d70d7e43-78a5-4cbb-a56d-2bd68be1a601 · outbound

This paper cites Graph Retrieval-Augmented Generation: A Survey.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Graph Retrieval-Augmented Generation: A Survey

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.291520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.291520Z digest=sha256:7e54140551b1ed0abdc4e0fb4f8953f9fe8ea10cacd4dd9fa48d0e1f0cd8579b

Observation 589492e3-a6d3-41e4-9d23-9c2ed4bdf7b0 · outbound

This paper cites Assessing Episodic Memory in LLMs with Sequence Order Recall Tasks.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Assessing Episodic Memory in LLMs with Sequence Order Recall Tasks

Reference 77

Resolution
metadata mismatch
local_arxiv, observed 2026-08-08T14:13:38.969991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-08T14:13:38.296289Z digest=sha256:bfadd2107b54e5b7e37cd0c6a7d986fb695ced83966c5081f556457086bed9e3

Observation b157f343-8446-406d-8d49-e27cf226b001 · outbound

This paper cites Agent Laboratory: Using LLM Agents as Research Assistants.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Agent Laboratory: Using LLM Agents as Research Assistants

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.301986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.301986Z digest=sha256:e9980d86b1b11918da1829a345d5f14cff73b899a400193100c0e290cffb2507

Observation f7c9fb9e-17f5-4136-bb13-d7ff0c263d14 · outbound

This paper cites and Evans, S.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents and Evans, S

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.306918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.306918Z digest=sha256:0abb2be533512e3bae877343e4e2c51f54f26b4b42aff6c208c15902423e698e

Observation d0e9db7c-3374-4f60-b279-0a9bc212c816 · outbound

This paper cites Learning by Distilling Context.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Learning by Distilling Context

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.311449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.311449Z digest=sha256:138eca05847a5cc57cf13ee89c24835833f0baadcb76e36b6ff5667819fe1821

Observation f18a9c1e-05cb-4f9c-acbd-cd6183f42f18 · outbound

This paper cites and Zola, S.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents and Zola, S

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.316298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.316298Z digest=sha256:df9312f5c984106b7639c105a15dca0f5f13d1902ffc588be6f40e7c76ece4ad

Observation b29b6ab0-45fd-4117-9b0f-6a1c2b8192ee · outbound

This paper cites and Moser, M.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents and Moser, M

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.320766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.320766Z digest=sha256:3cc83eb6ac870aa4b0671b06d261a0f6daf1f35dff798fde5c044e3780f0583d

Observation ea6224fc-dbc7-4963-ad1d-21a8b7768257 · outbound

This paper cites End-To-End Memory Networks.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents End-To-End Memory Networks

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.325249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.325249Z digest=sha256:95964b629f02688d41088173cfa03ac05cceca104b4ed01393a8e5953236ed79

Observation 7eb8ef10-7404-4e97-b97d-a9d1fd8d5eeb · outbound

This paper cites You Only Cache Once: Decoder-Decoder Architectures for Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents You Only Cache Once: Decoder-Decoder Architectures for Language Models

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.329919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.329919Z digest=sha256:40578d6fbd51d1b3b5de43d78b9921c8eb3709af7200a4d0c7649f5a2e143e1c

Observation 52e8e210-3d0b-4a6e-a5c4-752865c4ffb2 · outbound

This paper cites Learning to (Learn at Test Time): RNNs with Expressive Hidden States.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Learning to (Learn at Test Time): RNNs with Expressive Hidden States

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.334487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.334487Z digest=sha256:b9fd5f0152fc29e3a750781c5f476c4064d1561447d56f848bbfb91ed3c67c7b

Observation 30fc0424-f732-432f-b385-15db745c1378 · outbound

This paper cites Massive Editing for Large Language Models via Meta Learning.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Massive Editing for Large Language Models via Meta Learning

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.338873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.338873Z digest=sha256:9a4ae42d1da154b73277dc8d26036d27a5af00741004a18c8d6d2ba444aa7cb0

Observation 81c4ea3d-a43f-46f1-8508-a377ab445e47 · outbound

This paper cites RazorAttention: Efficient KV Cache Compression Through Retrieval Heads.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents RazorAttention: Efficient KV Cache Compression Through Retrieval Heads

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.343587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.343587Z digest=sha256:d635f39461390e10210898b51a2ab21bc1b3e76cd9d8ba3bd7bcc9a90b894aa8

Observation c5579990-974c-40f4-a498-2548f3853743 · outbound

This paper cites Episodic and semantic memory.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Episodic and semantic memory

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.348063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.348063Z digest=sha256:11415688eda4609a5b82831fd4d23f7026ded9e0e5c29dd0a637c8e606fac1fc

Observation 4315f1ed-cbd7-460e-9118-1db23829f8ae · outbound

This paper cites Dylora: Parameter efficient tuning of pre-trained models using dynamic search-free low rank adaptation, 2022.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Dylora: Parameter efficient tuning of pre-trained models using dynamic search-free low rank adaptation, 2022

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.352298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.352298Z digest=sha256:a4fda6d872422946f2eba1caa5a24ef01ba62593a131c343acb362bf769906a4

Observation b5b22bf3-42df-497e-a3dd-1d64add93c37 · outbound

This paper cites SCM: Enhancing Large Language Model with Self-Controlled Memory Framework.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents SCM: Enhancing Large Language Model with Self-Controlled Memory Framework

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.356731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.356731Z digest=sha256:45cae3bfaf8803c0836e8638e6b6d5e4d35c619fa9528e0a29c4277764f1f81b

Observation 4aa5b4c4-8711-48e0-85d8-2595bd601a47 · outbound

This paper cites RoseLoRA: Row and Column-wise Sparse Low-rank Adaptation of Pre-trained Language Model for Knowledge Editing and Fine-tuning.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents RoseLoRA: Row and Column-wise Sparse Low-rank Adaptation of Pre-trained Language Model for Knowledge Editing and Fine-tuning

Reference 91

Resolution
verified exact
local_arxiv, observed 2026-08-08T14:13:38.829672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-08T14:13:38.361426Z digest=sha256:f1aeed1c77ae42080f06d1540cd158aa85cfec587d364106b59f247f25fe66fb

Observation 834622e6-ba61-410a-91a0-4c5cc71b42c5 · outbound

This paper cites The Mamba in the Llama: Distilling and Accelerating Hybrid Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents The Mamba in the Llama: Distilling and Accelerating Hybrid Models

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.365883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.365883Z digest=sha256:dbda87e86ec945cb5cd90ab26387b501f7fdd48ff97edcb2c9674589ef28f033

Observation b2b37a72-c55a-4fce-9566-1f76da8705a4 · outbound

This paper cites WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.370528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.370528Z digest=sha256:d5940183fa751a1276f985584f4da2051a081f0d85e3a6c3bed47cf4d01024c2

Observation 4a856862-ff43-4bbd-91d6-e0b4d66c9a4e · outbound

This paper cites Memformer: A memory-augmented transformer for sequence modeling.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Memformer: A memory-augmented transformer for sequence modeling

Reference 94

Resolution
verified exact
doi, observed 2026-08-08T14:13:38.544423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-08T14:13:38.375141Z digest=sha256:c8e9ba3367771ce3d2deba54ad30fc89b3e8c157beb0febd07f6d2a138d383f0

Observation 4c7be6c0-31bc-4421-97ce-03a1d0d813cc · outbound

This paper cites The kanerva machine: A generative distributed memory.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents The kanerva machine: A generative distributed memory

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.379956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.379956Z digest=sha256:e2024279f7a6c672f6562a854c890e3201e8f87c7639439d957aa68410f93d04

Observation 04a31599-1431-4aeb-b7f8-afe336c3661f · outbound

This paper cites N., Hutchins, D., and Szegedy, C.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents N., Hutchins, D., and Szegedy, C

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.384364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.384364Z digest=sha256:008c4409f483f7139bea5e9334997977561e0247974e0f25317c9e44c8123750

Observation 9da03f27-8ed8-4025-aa89-493f05aa0b36 · outbound

This paper cites ReFT: Representation Finetuning for Language Models.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents ReFT: Representation Finetuning for Language Models

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.389705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.389705Z digest=sha256:c6c05174484129dcbf81a35097aeb1d0da473437f9d32ae34c8ed7a5dde067e3

Observation a6d0e18b-f582-42d3-b60e-fd28ebc100d1 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 98

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.395040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.395040Z digest=sha256:345d9f783ac0d67e42244f0aaed0515dea5d8e3017e0c90abf3160f566040dd5

Observation 80e6f041-829d-4681-aa18-27bdb1abb8f4 · outbound

This paper cites InfLLM: Training-Free Long-Context Extrapolation for LLMs with an Efficient Context Memory.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents InfLLM: Training-Free Long-Context Extrapolation for LLMs with an Efficient Context Memory

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.399759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.399759Z digest=sha256:c8c690bfd5680eed95c1af12347ee015fedec9c1b1dd0448588f7aac752d7d43

Observation d2fe533c-810f-4b50-be5c-8a294fdda661 · outbound

This paper cites Raise a child in large language model: Towards effective and generalizable fine-tuning.

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents Raise a child in large language model: Towards effective and generalizable fine-tuning

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-08T14:13:38.404452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:13:38.404452Z digest=sha256:af42138500bb43965ccb9fa60ef8ea11887ae973482cb058c8fac073b751cd8a

Pith citing papers

Observation ccd9310b-f7f6-4617-88ad-c42d4b5f94a2 · inbound

Embodied AI Agents: Modeling the World cites this paper.

Embodied AI Agents: Modeling the World Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T22:10:29.042261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:10:29.042261Z digest=sha256:c356802b293cae24ba60d1534db5ef36ae40ecfb18871b3b2c920ed616e0946f

Observation 6e40c128-76c5-4448-9962-e955b9861103 · inbound

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems cites this paper.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T20:43:21.278758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:43:21.278758Z digest=sha256:8348e2a6901d4cf09bc22451a06723b3662ff5cda1f3ae870217c4e974b632d3

Observation 179bd8e6-371c-41ba-b347-8c7fd890a276 · inbound

MIRIX: Multi-Agent Memory System for LLM-Based Agents cites this paper.

MIRIX: Multi-Agent Memory System for LLM-Based Agents Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-15T05:57:52.677853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T05:57:52.610922Z digest=sha256:d68b4194b1498080ca13054aeca059372525ab07f2d2753b10b48a9b04a2b0ac

Observation 3e6fabcd-2ef7-4f45-ac90-37d04d26d226 · inbound

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures cites this paper.

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-05T20:15:53.242583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T20:15:53.242583Z digest=sha256:d6ab2f2f39cb200f5bf4e1ce1d2a05795e01f061b6cd05319bf5de34939b1661

Observation 84aa9faf-790a-4cc2-8c1c-fe80d31a78be · inbound

LMEB: Long-horizon Memory Embedding Benchmark cites this paper.

LMEB: Long-horizon Memory Embedding Benchmark Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-15T12:30:00.390935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T12:26:08.190349Z digest=sha256:ab6226618f45b90d68c6873270c93da79a77643ce04d840f3fbd2cc96fe22230

Observation 700c56ba-faeb-4d5b-b3e0-24179202e2c7 · inbound

LMEB: Long-horizon Memory Embedding Benchmark cites this paper.

LMEB: Long-horizon Memory Embedding Benchmark Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-02T18:20:59.039944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T18:20:59.039944Z digest=sha256:cb52c5480739910803ed9cd878c79e1cfb93a8b3ca0150302c7e955e069f74db

Observation 8931e35a-0ac7-4f4a-8f29-2b4a18762b24 · inbound

LMEB: Long-horizon Memory Embedding Benchmark cites this paper.

LMEB: Long-horizon Memory Embedding Benchmark Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-04T05:49:09.870462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:49:09.870462Z digest=sha256:00da5ba2cfe1673eefb61e8364377102254a46942c99a04375c9f2369c2fe508

Observation 7d88d616-6a8a-458d-b465-ed5fbf2efb3f · inbound

MemCollab: Cross-Model Memory Collaboration via Contrastive Trajectory Distillation cites this paper.

MemCollab: Cross-Model Memory Collaboration via Contrastive Trajectory Distillation Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 25

Resolution
unresolved
no resolver link, observed 2026-07-13T19:45:45.674967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T19:45:45.674967Z digest=sha256:faa7cb8ffc9bf5353968531db41c555097bf8b01e3563e0de8c6fa3d6fb5f44f

Observation 3c11edb1-bb23-4576-bd70-29a771cb96b2 · inbound

Towards Self-Improving Error Diagnosis in Multi-Agent Systems cites this paper.

Towards Self-Improving Error Diagnosis in Multi-Agent Systems Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-10T11:35:19.352145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-10T04:47:22.665362Z digest=sha256:b75b528b6917f3443de6818549ef2500936fa9435d94f8af838ce64ecbe38cd9

Observation 1aa6cea2-b600-4fb8-9e2b-06e14efecc22 · inbound

Memanto: Typed Semantic Memory with Information-Theoretic Retrieval for Long-Horizon Agents cites this paper.

Memanto: Typed Semantic Memory with Information-Theoretic Retrieval for Long-Horizon Agents Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-11T14:46:07.277985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-09T21:07:41.744430Z digest=sha256:3ffce0957f44200ed68d792b3f1205ba2093364692788e7186cb0dfb448dd99a

Observation d5573d9f-63c8-4ad5-9795-b9f93dd8c51e · inbound

MemRouter: Memory-as-Embedding Routing for Long-Term Conversational Agents cites this paper.

MemRouter: Memory-as-Embedding Routing for Long-Term Conversational Agents Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:31:09.895376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-09T19:48:28.975899Z digest=sha256:023214a0a1f8534de00eeef0dac8a76188ec68290be203a6f336f2783d1fe66b

Observation 53989283-e4ad-4d82-aaa2-39a1adfe0417 · inbound

Momento: Evaluating Persistent Memory and Reasoning with Multi-Session Agentic Conversations cites this paper.

Momento: Evaluating Persistent Memory and Reasoning with Multi-Session Agentic Conversations Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T20:22:37.795380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-28T18:44:12.893087Z digest=sha256:31e4308e727067f2889ee09c444a188083b04337204c8ce68e6a85d1cfa42586

Observation 36ff04e8-50c8-4bbe-b94e-34a0b4620d9c · inbound

AgentKVShift: Efficient KV Cache Reuse for Agentic Memory Systems cites this paper.

AgentKVShift: Efficient KV Cache Reuse for Agentic Memory Systems Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-02T13:56:32.658211Z

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source=pdf_text observed=2026-08-02T13:56:32.658211Z digest=sha256:6acd6790acb064a284417901bbdce81ee1010e1bfb35cd1c2e0e1a388470f9fa

Observation cf195554-bcd4-4a9c-a888-e64612a2d908 · inbound

Try Once, Then Optimal: De-Redundified Procedure Memory for Cross-Episode Exploration Amortization cites this paper.

Try Once, Then Optimal: De-Redundified Procedure Memory for Cross-Episode Exploration Amortization Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Reference 21

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no resolver link, observed 2026-07-30T15:27:16.699822Z

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source=pdf_text observed=2026-07-30T15:27:16.699822Z digest=sha256:5f491732b6e614bee63d15c4cbb186cd0ac752db8bf47ea16b7fe507326c88f7