Paper Citation Record · LEDGER

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing

As of 22 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2606.19679.

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

pith.paper-citation-record.v1
2606.19679 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T18:46:11.998827Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

verified exact7
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cc314338-6309-453b-aecc-9fda7b9410b0 · outbound

This paper cites Correcting diverse factual errors in abstractive summarization via post-editing and language model infilling.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Correcting diverse factual errors in abstractive summarization via post-editing and language model infilling

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 053f88d9-490c-4268-aa71-9fe47d71833d · outbound

This paper cites Language models are few-shot learners.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Language models are few-shot learners

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 608289b2-9b96-4735-ae95-ccaf0b272436 · outbound

This paper cites On lazy training in differentiable program- ming.Advances in neural information processing systems, 32, 2019.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing On lazy training in differentiable program- ming.Advances in neural information processing systems, 32, 2019

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ff5d7b3-360f-4b58-b339-05ff004a9db2 · outbound

This paper cites AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:59:25.210902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5c279519-c4f1-428a-80ff-e91ed1a8a636 · outbound

This paper cites Orthogonal gradient descent for continual learning.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Orthogonal gradient descent for continual learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90f77d0e-5515-4bd1-9de4-49b356eee835 · outbound

This paper cites Should ChatGPT be Biased? Challenges and Risks of Bias in Large Language Models.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Should ChatGPT be Biased? Challenges and Risks of Bias in Large Language Models

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:59:25.204203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 52a9eb67-b19c-4d26-abce-5b0f54f2c971 · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-04T02:59:25.185529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7e107de1-1f59-4a64-869f-fbd08d817bc1 · outbound

This paper cites The Llama 3 Herd of Models.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing The Llama 3 Herd of Models

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-07-04T02:59:25.192576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 74b0877d-a6f5-42d8-bd3d-8f6633a3d961 · outbound

This paper cites Measuring statistical dependence with Hilbert-Schmidt norms.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Measuring statistical dependence with Hilbert-Schmidt norms

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 966acee8-fd53-4c69-b9df-d04ce51f0de3 · outbound

This paper cites Towards lifelong model editing via simulating ideal editor.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Towards lifelong model editing via simulating ideal editor

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b7741cf-79c0-4d8d-a82a-2d0ac7b6bc52 · outbound

This paper cites Aging with grace: Lifelong model editing with discrete key-value adaptors.Advances in Neural Information Processing Systems, 36:47934–47959, 2023.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Aging with grace: Lifelong model editing with discrete key-value adaptors.Advances in Neural Information Processing Systems, 36:47934–47959, 2023

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e77cfdf-dd9a-48af-b6ec-88adf84dbfd3 · outbound

This paper cites Model Editing with Canonical Examples.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Model Editing with Canonical Examples

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T02:59:25.189226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eec5aeb0-938f-4840-8418-ea29a4d8aaa6 · outbound

This paper cites Survey of hallucination in natural language generation.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Survey of hallucination in natural language generation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 379bf068-1ff7-488a-850a-309fde596f2f · outbound

This paper cites an unresolved cited work.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07be56a6-e03b-469a-b0d4-30baeb4f9871 · outbound

This paper cites Zero-shot relation extraction via reading comprehension.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Zero-shot relation extraction via reading comprehension

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3253542-16bf-4c5d-a4d8-3bddb2712ff4 · outbound

This paper cites an unresolved cited work.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44ef9c6f-a634-4262-97a9-03a34d45291b · outbound

This paper cites SelfCheckGPT: Zero-resource black-box hallucination detection for generative large language models.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing SelfCheckGPT: Zero-resource black-box hallucination detection for generative large language models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50030130-3e79-4285-b82d-41202410dab0 · outbound

This paper cites Catastrophic interference in connectionist networks: The sequential learning problem.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Catastrophic interference in connectionist networks: The sequential learning problem

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 375c2090-4bd5-402f-aff1-ba31c23a7227 · outbound

This paper cites Locating and editing factual associations in gpt.Advances in neural information processing systems, 35:17359–17372, 2022.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Locating and editing factual associations in gpt.Advances in neural information processing systems, 35:17359–17372, 2022

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 421956e6-fd6f-461c-a865-06a57775b200 · outbound

This paper cites Mass editing memory in a transformer.The Eleventh International Conference on Learning Represen- tations (ICLR), 2023.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Mass editing memory in a transformer.The Eleventh International Conference on Learning Represen- tations (ICLR), 2023

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2991841b-a5ba-4d60-918f-c1959c3c0cad · outbound

This paper cites Memory-based model editing at scale.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Memory-based model editing at scale

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a4a3bda-c55a-4d10-bb24-a8317f8287db · outbound

This paper cites Gradient projection memory for continual learning.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Gradient projection memory for continual learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9cd843d-2d80-491a-a0f9-91b56ab21261 · outbound

This paper cites Editable Neural Networks.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Editable Neural Networks

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T02:59:25.195593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 944be72d-b862-4f1a-973e-fe01e466b795 · outbound

This paper cites Deep learning and the information bottleneck principle.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Deep learning and the information bottleneck principle

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2daeb03e-be80-466c-a3b5-534c82fee54c · outbound

This paper cites GPT-J-6B: A 6 Billion Parameter Autoregressive Language Model.https://github.com/kingoflolz/mesh-transformer-jax, May 2021.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing GPT-J-6B: A 6 Billion Parameter Autoregressive Language Model.https://github.com/kingoflolz/mesh-transformer-jax, May 2021

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3833474f-4007-47cb-a8c3-444e5c92f860 · outbound

This paper cites Wise: Rethinking the knowledge memory for lifelong model editing of large language models.Advances in Neural Information Processing Systems, 37:53764– 53797, 2024.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Wise: Rethinking the knowledge memory for lifelong model editing of large language models.Advances in Neural Information Processing Systems, 37:53764– 53797, 2024

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9a68aaa-856a-4515-9617-4648a6cab948 · outbound

This paper cites EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing EasyEdit: An Easy-to-use Knowledge Editing Framework for Large Language Models

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:59:25.207752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f4599412-36d0-45e6-ba52-7d7ccbbe993e · outbound

This paper cites Editing large language models: Problems, methods, and opportunities.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Editing large language models: Problems, methods, and opportunities

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d200ada-96c0-4a84-95e4-65e0fcf347b8 · outbound

This paper cites A Comprehensive Study of Knowledge Editing for Large Language Models.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing A Comprehensive Study of Knowledge Editing for Large Language Models

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:59:25.207079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 699b6087-3ba2-4ac0-8906-8ef45ad7863e · outbound

This paper cites Adaptive budget allocation for parameter-efficient fine-tuning.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Adaptive budget allocation for parameter-efficient fine-tuning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8b1e62e-3f80-4c83-b860-d7864dea5e7a · outbound

This paper cites Can We Edit Factual Knowledge by In-Context Learning?.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing Can We Edit Factual Knowledge by In-Context Learning?

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:59:25.210095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4cbe8b73-0979-4d4b-82af-a5d11d87dc60 · outbound

This paper cites subject is a {insert subject}.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing subject is a {insert subject}

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 796fe2ea-a00d-493f-a70a-5e5216bccbe6 · outbound

This paper cites What was the date of Air France Flight 447?.

LOKI: Memory-Free Null-Space Constrained Lifelong Knowledge Editing What was the date of Air France Flight 447?

Reference 33

Resolution: malformed identifier; no resolver link, observed 2026-06-26T18:46:11.998827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.