Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-22T09:18:15.753115Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 2 inbound Pith citation observations for arXiv:2605.21768.
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 2026-05-22T09:18:15.753115Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T03:10:51.620840Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-02T16:27:09.171150Z
64 of 64 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3c96e137-6db5-4c6e-a5d4-bb5a492da205 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c9b52c1c-a9b1-4263-ac6b-72f439ed58bc · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents doi: 10.1038/s41586-025-09422-z
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 85d8704b-5d8a-4182-96c7-87401612d828 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Memory in the Age of AI Agents
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d2ebebb2-8e5e-4819-8e0f-225e668bfdff · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 81358086-571c-4c1f-abe3-fab4eb824228 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Memory OS of AI Agent
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6ae19a44-9919-499e-ae45-94f969f46658 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Cam: A constructivist view of agentic memory for llm-based reading comprehension
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 39c5bfbd-d329-4f8a-9ab2-2605288e7f3d · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Cam: A constructivist view of agentic memory for llm-based reading comprehension
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 599a877f-0a73-4536-afcc-765ea693098a · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Long-context LLMs Struggle with Long In-context Learning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7fbf2433-a2b5-4f4d-bee7-fbcc8f4af16e · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d980c64e-9864-42b6-8c7b-5342ad929d44 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents CoRR , volume =
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b0d20874-7625-43fb-af3c-af3431b1f523 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Evaluating Very Long-Term Conversational Memory of LLM Agents
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5c45c834-f835-49f7-b73d-90c148306748 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents MemGPT: Towards LLMs as Operating Systems
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b5cec177-1d2f-446a-9056-57af8fc162b5 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents ToolRL: Reward is All Tool Learning Needs
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fe9e7f96-60e3-4101-86c3-c7c538c55838 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Zep: A Temporal Knowledge Graph Architecture for Agent Memory
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation abbd3d3d-807b-486f-9c60-8a6d06fa8e8f · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents HybridFlow: A Flexible and Efficient RLHF Framework
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4c4424bd-3bba-4dfb-8db4-16520030a305 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents MemBench: Towards More Comprehensive Evaluation on the Memory of LLM-based Agents
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b4ed6ee3-62ee-4e03-a436-b0852d366c7c · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5efed7af-d6b0-4864-8200-d5dcdd17ba2a · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Mem-{\alpha}: Learning Memory Construction via Reinforcement Learning
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9a1d1a32-0c80-42e5-82f2-bfad74d3fc15 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Webagent-r1: Training web agents via end-to-end multi-turn reinforcement learning
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ec0cfe0b-49ac-4738-85aa-a235ec26ee52 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8606cf7c-712a-4112-ab91-b85ea336485c · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Beyond goldfish memory: Long-term open- domain conversation
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 13e151ad-cb8c-422f-bc5b-9c0e7e5a3b6f · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents A-MEM: Agentic Memory for LLM Agents
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 77a3ce97-ad3c-4617-9fdd-8b879aa94d90 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e26a4afd-c1fb-4803-a3e7-c812388a5fbc · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents ReAct: Synergizing Reasoning and Acting in Language Models
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 08969ba7-e808-4bd6-96aa-de84ae47507f · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 596ed59e-b5bf-45c2-8ab3-6739863e5118 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cff9318f-0f7e-40db-826c-345eb0661917 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Memorybank: Enhancing large language models with long-term memory
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 563d83f0-9912-47cc-92d2-0ad1062118e0 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Mem1: Learning to synergize memory and reasoning for efficient long-horizon agents
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4658780a-583a-4442-839a-e743263abd43 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e44f57be-0f41-44ac-99b0-e91d18ee3c5f · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fc59a1c1-2de3-4775-8584-ef7a8a07222e · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1e1396fe-12b2-453b-a933-a8d987c48858 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f6b66f5a-6238-48c2-ae17-f7c51d77947a · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 464f25ec-9572-4af4-bdf2-f5ce73993979 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 01e61582-a435-453a-944a-07cc3ce995db · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents John
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 970a9071-333c-4cbe-923d-cad1a7d6855d · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents John
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 99fee9d0-cb08-4fe4-a226-aa445db3dcda · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents memories
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 81235b70-d8ab-48a0-b1a0-82e515f3478a · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents memories
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 91e21b76-ba93-4d6d-aeea-6b7aac890228 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents memories
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 87f570fe-9e93-451e-a7a7-d04f2660fe9e · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0ed933a9-0a5c-4c97-be80-ceb8b9fb0173 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 349eeef3-5a25-4cd6-9724-3fbfb41d0721 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 56d0b9cc-dca7-4434-844d-c60b9ca11c1d · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents memories
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f0b26d3e-111a-4b0b-aef3-f419387f2eed · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1db047f8-cfbc-4d7b-bf04-d1f6bc47e1ce · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 90dedf42-52df-4dc4-8b8f-9fbde9e0f7cb · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 940f5bf4-1cbf-4e3c-8f11-1d8d6bc065da · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents last year
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 31b7e2e5-9d8b-4071-a3a4-084097776d5d · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5a63e008-b44d-4881-9e72-e618fab2fa8a · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e2b1aa33-fa01-44de-a11d-b4cbfc819630 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ec41c097-5bef-4a22-b3e7-2ef01dda6cd7 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 699d11af-f8c7-4976-8674-dcd061b403e2 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents last year
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation dbbb2705-61af-4863-b2c1-10a2d996c15e · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents last year
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a37efeef-3961-44bb-a4c5-ebe2033802dc · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Do not confuse character names mentioned in memories with the actual users who created those memories
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e489b988-5318-4d84-b4a2-cec944ad7c74 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cfe70214-8370-429a-8699-cb7a1da6850c · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents # APPROACH (Think step by step)
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c0516032-c75c-4d4a-b448-007dd875f528 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d1ef5330-9024-4fe8-8ffd-b9aa21f9963c · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e553db78-0b02-490a-a3f4-7f0fb406bb30 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a1759ff3-4a45-4deb-9c8b-dcee60511ec5 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9a5e5c88-072b-4bbd-a305-2a5ae1a5d833 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 94e50c1a-ea98-4a44-8596-ca40295fd259 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation db19167d-6f65-4b16-9822-468e0e7c8256 · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e2ca0509-c8f4-41aa-9e0e-2590c361bd5f · outbound
Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents May 7”versus“7 May
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b54c8082-c089-4cd0-90e7-47dc88bacc4a · inbound
Rosetta Memory: Adaptive Memory for Cross-LLM Agents Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 06b7549d-5b6a-442e-a256-bac21fa3aea6 · inbound
TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.