Paper Citation Record · LEDGER

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning

As of 17 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2606.20954.

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

pith.paper-citation-record.v1
2606.20954 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T16:56:05.532023Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

24 of 24 outbound references displayed

verified exact0
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier1
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 44f13b6d-6581-4ca5-8c4c-4891ac3497fb · outbound

This paper cites What Deserves Memory: Adaptive Memory Distillation for LLM Agents.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning What Deserves Memory: Adaptive Memory Distillation for LLM Agents

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T04:29:35.578354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ca61c12d-a5ed-4966-a0d3-4edcd3070789 · outbound

This paper cites In Findings of the Association for Computational Lin- guistics: ACL 2024, pages 963–981.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning In Findings of the Association for Computational Lin- guistics: ACL 2024, pages 963–981

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7de8abc-c851-4935-a13a-cbfed22cfe94 · outbound

This paper cites LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T04:29:35.581354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b98b4454-f26b-4f55-8bb0-1e9d3e7404a8 · outbound

This paper cites Agentfold: Long-horizon web agents with proactive context management.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Agentfold: Long-horizon web agents with proactive context management

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T04:29:35.584336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0cb783a0-6c89-4ed6-a0f2-7fd0ed07e7e1 · outbound

This paper cites an unresolved cited work.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba3daf80-aa15-4d79-a2e4-2f8c24b3094c · outbound

This paper cites In the supervised setting, a turn is labeled positive (yi = 1) if it appears in the gold evidence set of any question associated with its conversation.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning In the supervised setting, a turn is labeled positive (yi = 1) if it appears in the gold evidence set of any question associated with its conversation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23ab145c-e1c5-4b1c-859c-ec06a056fec5 · outbound

This paper cites Bye!”, “Take care!.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Bye!”, “Take care!

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c718a5f-0340-42d4-88ca-f3e63afc39ec · outbound

This paper cites A logistic regression model is trained to estimate relevance scores pi =P(y i = 1|u i) using these features.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning A logistic regression model is trained to estimate relevance scores pi =P(y i = 1|u i) using these features

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 932c0948-6e2d-4769-81a1-9eb305c0bdce · outbound

This paper cites For intrinsic evaluation, we compute ROC-AUC over held-out folds (Section E).

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning For intrinsic evaluation, we compute ROC-AUC over held-out folds (Section E)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 612ab04e-7ad3-4cd0-ad15-31c3e3ce8661 · outbound

This paper cites Each group consists of approximately 50 sessions forming a retrieval haystack.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Each group consists of approximately 50 sessions forming a retrieval haystack

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ddd429-30db-42db-b4d1-6c8835186337 · outbound

This paper cites In the supervised setting, a session is labeled positive (yi = 1) if its session ID appears in the question- specific answer_session_ids.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning In the supervised setting, a session is labeled positive (yi = 1) if its session ID appears in the question- specific answer_session_ids

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87fa2e33-ff0d-45dc-9694-da3cb53f0645 · outbound

This paper cites high computational cost of full leave-one-group-out evaluation over 500 questions.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning high computational cost of full leave-one-group-out evaluation over 500 questions

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d17ba3e-a8c7-480d-829c-012db6f3f51a · outbound

This paper cites A logistic regression model outputs relevance scores pi =P(y i = 1|u i) without access to the downstream question context.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning A logistic regression model outputs relevance scores pi =P(y i = 1|u i) without access to the downstream question context

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 340b4c2a-b91f-46b0-86d0-617ecd812d77 · outbound

This paper cites For downstream evaluation, retained sessions are passed to a QA model (gpt-4.1-mini), and responses are scored using a stronger LLM judge (gpt-4o).

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning For downstream evaluation, retained sessions are passed to a QA model (gpt-4.1-mini), and responses are scored using a stronger LLM judge (gpt-4o)

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98684682-6390-4051-8f16-01e771e81567 · outbound

This paper cites This produces full execution trajectories containing interleaved Python code actions and environment observations, which are used as training data for the LRE scorer.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning This produces full execution trajectories containing interleaved Python code actions and environment observations, which are used as training data for the LRE scorer

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caeab660-7da9-42f6-85bb-4d67708c3c8c · outbound

This paper cites Let zi denote an identifier introduced at stepi.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Let zi denote an identifier introduced at stepi

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf1f1bd5-f7fb-4b7e-9220-2725bbf2f5a3 · outbound

This paper cites an unresolved cited work.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 549e0f0c-b123-415b-8c8c-44962be2c5d2 · outbound

This paper cites When the context length exceeds the token budget (B= 2048 ), the eviction module is triggered.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning When the context length exceeds the token budget (B= 2048 ), the eviction module is triggered

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b99fe2dd-7efb-49cb-9279-e42d92bbcbe1 · outbound

This paper cites keep everything.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning keep everything

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bfb593c-eb74-45c2-8108-5fcd2771d5b9 · outbound

This paper cites an unresolved cited work.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc014e86-9ec5-425e-9370-2453a71e8cc9 · outbound

This paper cites an unresolved cited work.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d03d7ae4-9021-4c5c-b760-0332fff21d93 · outbound

This paper cites an unresolved cited work.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b9f7982-e293-47fc-b756-17499287ebd3 · outbound

This paper cites an unresolved cited work.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 050a3201-c4be-4ccd-8269-84e626b7de39 · outbound

This paper cites Request $28 privately on Venmo from my roommate, Melissa, with a note, ‘For the movie tickets’.

Learning What Not to Forget: Long-Horizon Agent Memory from a Few Kilobytes of Learning Request $28 privately on Venmo from my roommate, Melissa, with a note, ‘For the movie tickets’

Reference 24

Resolution: malformed identifier; no resolver link, observed 2026-06-26T16:56:05.532023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.