Paper Citation Record · LEDGER

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents

As of 18 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2608.01739.

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

pith.paper-citation-record.v1
2608.01739 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:11:35.363071Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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 fuzzy9
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 28a7be1b-9c0c-4870-b07a-727091bc094b · outbound

This paper cites Backtoba- sics:RevisitingREINFORCE-styleoptimizationforlearning from human feedback in LLMs.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents Backtoba- sics:RevisitingREINFORCE-styleoptimizationforlearning from human feedback in LLMs

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:11:35.889519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e1046e99-9393-4396-bd68-5d21c88ddd91 · outbound

This paper cites Santhanam, K.; Khattab, O.; Saad-Falcon, J.; Potts, C.; and Zaharia,M.2022.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents Santhanam, K.; Khattab, O.; Saad-Falcon, J.; Potts, C.; and Zaharia,M.2022

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:11:35.765790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f5385cdb-c465-4617-ac42-99e9e6a9d668 · outbound

This paper cites MiniRAG: Towards Extremely Simple Retrieval-Augmented Generation.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents MiniRAG: Towards Extremely Simple Retrieval-Augmented Generation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.160917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea08fec8-3861-4483-9690-15898463c56d · outbound

This paper cites LightRAG: Simple and Fast Retrieval-Augmented Generation.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents LightRAG: Simple and Fast Retrieval-Augmented Generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.171851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d02bd9a0-982e-4408-8d92-7ea88497a078 · outbound

This paper cites InInternationalConference on Learning Representations, volume 2025, 58791–58831.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents InInternationalConference on Learning Representations, volume 2025, 58791–58831

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:11:35.837371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 78d0c5fd-30ce-45f9-a1f2-056adb9a1751 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.181414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a650246a-f2d4-4d1a-a937-f89e82640530 · outbound

This paper cites InProceedings ofthe 43rd International ACMSI- GIRconferenceonresearchanddevelopmentinInformation Retrieval, 39–48.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents InProceedings ofthe 43rd International ACMSI- GIRconferenceonresearchanddevelopmentinInformation Retrieval, 39–48

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:11:35.802678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 73094fc0-ab37-4f0d-96be-4344ad7152be · outbound

This paper cites MemQ: Integrating Q-Learning into Self-Evolving Memory Agents over Provenance DAGs.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents MemQ: Integrating Q-Learning into Self-Evolving Memory Agents over Provenance DAGs

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T15:11:35.636994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c547d3f0-17f1-48b4-bd6a-c0cac6a98ec5 · outbound

This paper cites InProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 13851–13870.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents InProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 13851–13870

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:11:35.782218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6f25c2d2-c416-4fa9-87cc-fda6d91beef1 · outbound

This paper cites RAG-Fusion: a New Take on Retrieval-Augmented Generation.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents RAG-Fusion: a New Take on Retrieval-Augmented Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.204961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9df13d8-8c4b-471a-b56f-f10574d183ee · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.209024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3664840-f133-4e2a-969b-f6b1bde1e6f0 · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.218017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 808bbea3-8da7-4ea6-bae4-28511a94ce32 · outbound

This paper cites MEMORYLLM: Towards Self-Updatable Large Language Models.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents MEMORYLLM: Towards Self-Updatable Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.222505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a01004c5-601d-49d8-8ae1-241915da858e · outbound

This paper cites M+: Extending MemoryLLM with Scalable Long-Term Memory.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents M+: Extending MemoryLLM with Scalable Long-Term Memory

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.227932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 968525ed-06af-46c2-b66d-e664d891d62e · outbound

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

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.343907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db3f0677-a25f-40ea-9e1d-6ee017b3c7d9 · outbound

This paper cites Zhang, S.; Wang, J.; Zhou, R.; Liao, J.; Feng, Y.; Li, Z.; Zheng, Y.; Zhang, W.; Wen, Y.; Li, Z.; et al.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents Zhang, S.; Wang, J.; Zhou, R.; Liao, J.; Feng, Y.; Li, Z.; Zheng, Y.; Zhang, W.; Wen, Y.; Li, Z.; et al

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.349005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48a4b043-80e4-4e9c-beb9-ca23a2764d64 · outbound

This paper cites MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.354240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 342da32f-6863-4bfb-906a-cf490609e1f1 · outbound

This paper cites Zhao,A.;Huang,D.;Xu,Q.;Lin,M.;Liu,Y.-J.;andHuang, G.2024.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents Zhao,A.;Huang,D.;Xu,Q.;Lin,M.;Liu,Y.-J.;andHuang, G.2024

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:11:35.746016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 25d47a20-a4eb-4e00-9e2f-45b721254bb9 · outbound

This paper cites LifelongAgentBench: Evaluating LLM Agents as Lifelong Learners.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents LifelongAgentBench: Evaluating LLM Agents as Lifelong Learners

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.363071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f6be4a6-ea15-4fff-b0ca-565dcda4a27c · outbound

This paper cites InProceedings of the 2020 conference on empirical methods in natural language processing (EMNLP), 6769–6781.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents InProceedings of the 2020 conference on empirical methods in natural language processing (EMNLP), 6769–6781

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:11:35.819180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b4056d96-10ad-4bf5-b841-c52aa24f58a5 · outbound

This paper cites InPro- ceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 3829–3846.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents InPro- ceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 3829–3846

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:11:35.858679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 57c5786a-c233-4984-a4f9-f91758fd585d · outbound

This paper cites InInternational conference on learning rep- resentations, volume 2024, 9112–9141.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents InInternational conference on learning rep- resentations, volume 2024, 9112–9141

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:11:35.874494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2d5b7f14-8005-495b-9d9e-8aeb2491e536 · outbound

This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.156199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a53fced-46b1-467b-8416-e1b3da780803 · outbound

This paper cites ElasticMem: Latent Memory as a Learnable Resource for LLM Agents.

CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents ElasticMem: Latent Memory as a Learnable Resource for LLM Agents

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-15T15:11:35.166508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.