Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:19:55.465965Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 17 inbound Pith citation observations for arXiv:2505.19488.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:19:55.465965Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T07:31:49.202413Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
58 of 58 outbound references displayed
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation 982a9add-cfe5-4e9e-8923-37b554e4d31b · outbound
Understanding Transformer from the Perspective of Associative Memory GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84fe1e74-9ca6-4631-8a7e-e4aeb443f44d · outbound
Understanding Transformer from the Perspective of Associative Memory Titans: Learning to Memorize at Test Time
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 072cfd15-74ff-4855-b41d-1cb5575104aa · outbound
Understanding Transformer from the Perspective of Associative Memory It's All Connected: A Journey Through Test-Time Memorization, Attentional Bias, Retention, and Online Optimization
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df3a07c7-3844-4ebf-abc9-c014edbc79c5 · outbound
Understanding Transformer from the Perspective of Associative Memory Language models are few-shot learners
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59a21085-8d98-4659-93fa-8a55db78a3e2 · outbound
Understanding Transformer from the Perspective of Associative Memory FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3811f605-a679-4e90-9c69-65a9ca5ed12f · outbound
Understanding Transformer from the Perspective of Associative Memory Flashattention: Fast and memory-efficient exact attention with io-awareness
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0855dbab-07a5-4ddb-968e-ddb971d1964c · outbound
Understanding Transformer from the Perspective of Associative Memory An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a67a84c-89c6-41db-a10a-44decb6d1c39 · outbound
Understanding Transformer from the Perspective of Associative Memory Softmax linear units.Transformer Circuits Thread, 2022
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 948a3e61-0266-4c89-88db-0625f096b822 · outbound
Understanding Transformer from the Perspective of Associative Memory Toy models of superposition.Transformer Circuits Thread, 2022
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c52f9112-bd99-4065-94fa-9f191caa355c · outbound
Understanding Transformer from the Perspective of Associative Memory Chain and causal attention for efficient entity tracking
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 42eafd23-1629-41d6-b6ec-0183285ccaae · outbound
Understanding Transformer from the Perspective of Associative Memory Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity.Journal of Machine Learning Research, 23(120):1–39, 2022
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29210e14-3e92-4467-8e01-90a01f302697 · outbound
Understanding Transformer from the Perspective of Associative Memory What can transformers learn in-context? a case study of simple function classes.Advancesin Neural Information Processing Systems, 35:30583–30598, 2022
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 966e8ea6-74e0-423d-9c5d-b082a58f51c0 · outbound
Understanding Transformer from the Perspective of Associative Memory Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd0418e1-7678-436e-ba52-c91dbc0ebcf4 · outbound
Understanding Transformer from the Perspective of Associative Memory Superposition, memorization, and double descent.Transformer Circuits Thread, 6:24, 2023
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fd72a012-d7d3-444c-9c68-dada0dd9cae8 · outbound
Understanding Transformer from the Perspective of Associative Memory Psychology press, 2014
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f68e4245-9eb3-4d56-99bb-23c829e8995c · outbound
Understanding Transformer from the Perspective of Associative Memory Highly accurate protein structure prediction with alphafold
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28f1ba6c-8e12-4c9c-af19-b91e04116cbc · outbound
Understanding Transformer from the Perspective of Associative Memory Transformers are rnns: Fast autoregressive transformers with linear attention
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d1d0da7-ed27-460e-b3cd-f76704d04079 · outbound
Understanding Transformer from the Perspective of Associative Memory The impact of positional encoding on length generalization in transformers.Advancesin Neural Information Processing Systems, 36:24892–24928, 2023
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c46b6a12-6c04-4023-927b-6b6910fdf061 · outbound
Understanding Transformer from the Perspective of Associative Memory Correlation matrix memories.IEEE transactions on computers, 100(4):353–359, 1972
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9299f381-ec98-4f30-9b48-cc9f505b8784 · outbound
Understanding Transformer from the Perspective of Associative Memory MiniMax-01: Scaling Foundation Models with Lightning Attention
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98ed79ce-0bf7-42e2-b619-322b8645d438 · outbound
Understanding Transformer from the Perspective of Associative Memory Forgetting Transformer: Softmax Attention with a Forget Gate
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9e27009-7d3b-4fa7-9d24-95d00e5c6889 · outbound
Understanding Transformer from the Perspective of Associative Memory MoBA: Mixture of Block Attention for Long-Context LLMs
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc1893a3-6414-4262-8842-8de256830b1b · outbound
Understanding Transformer from the Perspective of Associative Memory The parallelism tradeoff: Limitations of log-precision transformers
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60b7eee0-3001-4e58-a042-ce82f1fdc818 · outbound
Understanding Transformer from the Perspective of Associative Memory The illusion of state in state-space models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6906ff9-ef30-44d5-b076-2216026d0035 · outbound
Understanding Transformer from the Perspective of Associative Memory In-context Learning and Induction Heads
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21f1e89f-9ab0-4efb-b7bf-9c63b5fe5582 · outbound
Understanding Transformer from the Perspective of Associative Memory RWKV-7 "Goose" with Expressive Dynamic State Evolution
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ba66522-3505-4300-b569-2385b6571fb0 · outbound
Understanding Transformer from the Perspective of Associative Memory YaRN: Efficient Context Window Extension of Large Language Models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04233f8a-33dc-4283-86b4-efae21b7bb35 · outbound
Understanding Transformer from the Perspective of Associative Memory Mechanistic design and scaling of hybrid architectures
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 81fd572e-629b-4b9e-9e2c-83797eb13b88 · outbound
Understanding Transformer from the Perspective of Associative Memory Learning transferable visual models from natural language supervision
Reference 29
Source-reported events for the cited work
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Observation aec05bcd-a4bb-4007-adae-4b662f9c4126 · outbound
Understanding Transformer from the Perspective of Associative Memory Robust speech recognition via large-scale weak supervision
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92e2d798-1895-4aff-9d9d-e75ffd282b1f · outbound
Understanding Transformer from the Perspective of Associative Memory Hopfield Networks is All You Need
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69142d11-ad3a-4729-8765-ba4f5e4ba85e · outbound
Understanding Transformer from the Perspective of Associative Memory Understanding transformer reasoning capabilities via graph algorithms.Advancesin Neural Information Processing Systems, 37:78320–78370, 2024
Reference 32
Source-reported events for the cited work
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Observation 92766f43-3dc6-4a8e-a2bb-97bdb323697a · outbound
Understanding Transformer from the Perspective of Associative Memory Linear transformers are secretly fast weight programmers
Reference 33
Source-reported events for the cited work
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Observation fa3efda4-3172-4620-8faa-9be43670d510 · outbound
Understanding Transformer from the Perspective of Associative Memory FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f23cfae-66c6-4932-9515-b28d324edded · outbound
Understanding Transformer from the Perspective of Associative Memory GLU Variants Improve Transformer
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf08b6c8-1c3f-496e-9aad-3bcdb9b656a0 · outbound
Understanding Transformer from the Perspective of Associative Memory Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6250802-0980-4c55-8a29-cf60446cfc06 · outbound
Understanding Transformer from the Perspective of Associative Memory NormFormer: Improved Transformer Pretraining with Extra Normalization
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6eb8c1a1-4841-46e6-9b06-0958c6c76b3b · outbound
Understanding Transformer from the Perspective of Associative Memory Deltaproduct: Improving state-tracking in linear rnns via householder products.arXiv preprint arXiv:2502.10297, 2025
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 719734b1-afff-42b4-9aea-d7e01ee2d3b2 · outbound
Understanding Transformer from the Perspective of Associative Memory Roformer: Enhanced transformer with rotary position embedding.Neurocomputing, 568:127063, 2024
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c206d43c-6882-49c1-9f06-55b742c8184d · outbound
Understanding Transformer from the Perspective of Associative Memory Retentive Network: A Successor to Transformer for Large Language Models
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8080f62-66c3-4f4b-9c95-86dca39712f5 · outbound
Understanding Transformer from the Perspective of Associative Memory Associative learning and the hippocampus
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5977f8d5-cd66-40ac-984f-4c7c6dfabc8f · outbound
Understanding Transformer from the Perspective of Associative Memory Attention is all you need.Advances in Neural Information Processing Systems, 2017
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35f60b11-1684-4761-86d2-f3e467f9bf2f · outbound
Understanding Transformer from the Perspective of Associative Memory Attention is all you need.Advances in neural information processing systems, 30, 2017
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7586f8e-18a6-4212-9f91-f085bd39dd63 · outbound
Understanding Transformer from the Perspective of Associative Memory Length Generalization of Causal Transformers without Position Encoding
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63350a0c-44c2-4415-90fd-f84177b3fd46 · outbound
Understanding Transformer from the Perspective of Associative Memory Test-time regression: a unifying framework for designing sequence models with associative memory
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3faf0b22-898e-4b7a-a7ad-d4121003e275 · outbound
Understanding Transformer from the Perspective of Associative Memory KV Shifting Attention Enhances Language Modeling
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1fd6cf88-b12e-4883-9be2-cb53f0bd329b · outbound
Understanding Transformer from the Perspective of Associative Memory Gated Linear Attention Transformers with Hardware-Efficient Training
Reference 47
Source-reported events for the cited work
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Observation 02c654cb-d479-431e-b9f7-197bf653f528 · outbound
Understanding Transformer from the Perspective of Associative Memory Parallelizing Linear Transformers with the Delta Rule over Sequence Length
Reference 48
Source-reported events for the cited work
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Observation 1d7d8ae9-6785-499f-9f10-6b77be9136ce · outbound
Understanding Transformer from the Perspective of Associative Memory Root mean square layer normalization.Advancesin Neural Information Processing Systems, 32, 2019
Reference 49
Source-reported events for the cited work
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Observation 8a34f8f1-763d-45f6-aee5-0dfc94d66f9d · outbound
Understanding Transformer from the Perspective of Associative Memory Probabilistic methods in combinatorics.Draft available at https://yufeizhao
Reference 50
Source-reported events for the cited work
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Observation 5e3d3d69-df75-44da-ad7a-9653f1d784dc · outbound
Understanding Transformer from the Perspective of Associative Memory "" n is the pr evi ou s v , v is a ct ua lly new v
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 925954fa-a989-4797-bda0-3d72d3878531 · outbound
Understanding Transformer from the Perspective of Associative Memory Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cdb240bc-9b05-4561-92a3-b0daeb3c19a2 · outbound
Understanding Transformer from the Perspective of Associative Memory Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d65f8227-e3ce-4ee7-a321-19d3b2145287 · outbound
Understanding Transformer from the Perspective of Associative Memory Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation dbaaf141-3765-4be0-9339-1588d98e27f0 · outbound
Understanding Transformer from the Perspective of Associative Memory Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 81cd2aea-298a-4191-9d65-c95d148cf0fd · outbound
Understanding Transformer from the Perspective of Associative Memory Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cb31a264-361d-4006-b561-8edc3aac31c6 · outbound
Understanding Transformer from the Perspective of Associative Memory Combining all the above cases, we have completed the proof
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 66cd9124-6ece-4b52-91dd-e926052f15f1 · outbound
Understanding Transformer from the Perspective of Associative Memory b h s d , b h t d - > b h s t
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 17b1bf38-c00a-4fb3-b880-4edc9ac636c4 · inbound
Distributed Associative Memory via Online Convex Optimization Understanding Transformer from the Perspective of Associative Memory
Reference 12
Source-reported events for the cited work
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Observation 5ed42b36-bcf5-4ad4-8678-10b7660514b7 · inbound
Short window attention enables long-term memorization Understanding Transformer from the Perspective of Associative Memory
Reference 39
Source-reported events for the cited work
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Observation 21ab0d58-e24f-4ad5-9a31-e4092c28d621 · inbound
Scaling Latent Reasoning via Looped Language Models Understanding Transformer from the Perspective of Associative Memory
Reference 71
Source-reported events for the cited work
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Observation 625b05b7-d75d-4563-b9e1-1400f455b880 · inbound
Scaling Latent Reasoning via Looped Language Models Understanding Transformer from the Perspective of Associative Memory
Reference 71
Source-reported events for the cited work
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Observation 11f08202-9af9-43b8-897b-cbf726f15efc · inbound
Kimi Linear: An Expressive, Efficient Attention Architecture Understanding Transformer from the Perspective of Associative Memory
Reference 128
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7847bc42-780b-4ca8-9d96-82177ccb22e6 · inbound
Distributed Dynamic Associative Memory via Online Convex Optimization Understanding Transformer from the Perspective of Associative Memory
Reference 6
Source-reported events for the cited work
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Observation 718c94f9-5c6e-4b86-b1fa-dab0e68b3010 · inbound
Neural Attention Search Linear: Towards Adaptive Token-Level Hybrid Attention Models Understanding Transformer from the Perspective of Associative Memory
Reference 38
Source-reported events for the cited work
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Observation d8aaf4b9-fbf0-4824-b867-fe7b307d8635 · inbound
Test-Time Training with KV Binding Is Secretly Linear Attention Understanding Transformer from the Perspective of Associative Memory
Reference 22
Source-reported events for the cited work
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Observation 7c3d4610-5dc0-43d5-97c0-ff5fdd3308eb · inbound
Stateful Token Reduction for Long-Video Hybrid VLMs Understanding Transformer from the Perspective of Associative Memory
Reference 17
Source-reported events for the cited work
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Observation 2bb513d6-b13d-4e65-b9ec-b5a473f04874 · inbound
Attention Residuals Understanding Transformer from the Perspective of Associative Memory
Reference 71
Source-reported events for the cited work
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Observation 319df3c7-82a0-4bef-846f-2a325020f2b7 · inbound
MDN: Parallelizing Stepwise Momentum for Delta Linear Attention Understanding Transformer from the Perspective of Associative Memory
Reference 85
Source-reported events for the cited work
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Observation c8f3772a-a66b-4470-82c4-12428b7ac48b · inbound
UniPool: A Globally Shared Expert Pool for Mixture-of-Experts Understanding Transformer from the Perspective of Associative Memory
Reference 63
Source-reported events for the cited work
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Observation 3920d616-accf-4d3d-9b74-c6a7c7f62e7e · inbound
More Expressive Feedforward Layers: Part I. Token-Adaptive Mixing of Activations Understanding Transformer from the Perspective of Associative Memory
Reference 46
Source-reported events for the cited work
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Observation 11e349c6-a2ae-4dd9-95b6-6a4b5e6acbc9 · inbound
FlowNar: Scalable Streaming Narration for Long-Form Videos Understanding Transformer from the Perspective of Associative Memory
Reference 20
Source-reported events for the cited work
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Observation a5855a6b-15ae-439a-8f29-8b22ad305d86 · inbound
When Good Enough Is Optimal: Multiplication-Only Matrix Inversion Approximation for Quantized Gated DeltaNet Understanding Transformer from the Perspective of Associative Memory
Reference 66
Source-reported events for the cited work
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Observation b0fad31b-2c64-471d-9508-94d14446bece · inbound
PriorEye: Geospatial Visual Priors for End-to-End Autonomous Driving Understanding Transformer from the Perspective of Associative Memory
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3108fa4a-0c09-4c80-9a01-83e56e3d107c · inbound
Raven: High-Recall Sequence Modeling with Sparse Memory Routing Understanding Transformer from the Perspective of Associative Memory
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.