Paper Citation Record · LEDGER

AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 26 inbound Pith citation observations for arXiv:2509.08755.

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

pith.paper-citation-record.v1
2509.08755 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 26 of 26 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T07:17:44.662944Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation ab033493-353e-4c3c-86e5-a01590349bc5 · inbound

From Refusal to Recovery: A Control-Theoretic Approach to Generative AI Guardrails cites this paper.

From Refusal to Recovery: A Control-Theoretic Approach to Generative AI Guardrails AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-21T20:44:22.032163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1bac4949-4614-4099-84cb-bf272862a396 · inbound

Graph-Enhanced Policy Optimization in LLM Agent Training cites this paper.

Graph-Enhanced Policy Optimization in LLM Agent Training AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T07:17:44.662944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65ecc095-b3c4-4c04-8fd5-45bd71d0c2f1 · inbound

No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning cites this paper.

No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T16:03:04.350165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 521c8bd2-31d2-4ddf-bc5f-0bfa840077e2 · inbound

SciAgentGym: Benchmarking Multi-Step Scientific Tool-use in LLM Agents cites this paper.

SciAgentGym: Benchmarking Multi-Step Scientific Tool-use in LLM Agents AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T23:41:44.971735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62076d23-5f87-47e3-b40e-a118ffdc1d62 · inbound

HiMAC: Hierarchical Macro-Micro Learning for Long-Horizon LLM Agents cites this paper.

HiMAC: Hierarchical Macro-Micro Learning for Long-Horizon LLM Agents AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 56

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T18:36:28.302124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 80e94209-9660-4f03-9d68-3a17f887eee7 · inbound

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures cites this paper.

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 99

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:51:04.003863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a0a00fb7-0848-4b85-af89-ff144e01af2a · inbound

Gated Coordination for Efficient Multi-Agent Collaboration in Minecraft Game cites this paper.

Gated Coordination for Efficient Multi-Agent Collaboration in Minecraft Game AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:16:10.668460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3f2fe3ee-5043-4fd1-86a5-ce7f9e1e0052 · inbound

Ask Only When Needed: Proactive Retrieval from Memory and Skills for Experience-Driven Lifelong Agents cites this paper.

Ask Only When Needed: Proactive Retrieval from Memory and Skills for Experience-Driven Lifelong Agents AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-10T00:24:47.266164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d56ae31f-1127-4d63-8d06-b6f79feefa8a · inbound

On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length cites this paper.

On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T06:40:40.777758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 62f24da8-3e94-423f-9baa-ad1e2f5b43ee · inbound

StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction cites this paper.

StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:11:12.218032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1e85163d-8550-442e-9751-e64bd6830b91 · inbound

Weblica: Scalable and Reproducible Training Environments for Visual Web Agents cites this paper.

Weblica: Scalable and Reproducible Training Environments for Visual Web Agents AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:25:56.957645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8088afa4-dd0d-4fa3-8c33-a1292a4c46b5 · inbound

AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems cites this paper.

AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:06:27.547132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a6a7d221-1648-47b6-aefe-2964ec339729 · inbound

AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems cites this paper.

AgentForesight: Online Auditing for Early Failure Prediction in Multi-Agent Systems AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-15T05:25:03.885299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f9d5f345-c44a-4e88-8985-0fe8803df340 · inbound

GRAFT: Graph-Tokenized LLMs for Tool Planning cites this paper.

GRAFT: Graph-Tokenized LLMs for Tool Planning AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-13T07:22:28.269254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d857d5c2-67c7-46cb-a55c-bc15d944de6b · inbound

Entropy Polarity in Reinforcement Fine-Tuning: Direction, Asymmetry, and Control cites this paper.

Entropy Polarity in Reinforcement Fine-Tuning: Direction, Asymmetry, and Control AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T07:32:28.836944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 199a2e9b-eb9a-4a3a-940b-4e6a27353c78 · inbound

Entropy Polarity in Reinforcement Fine-Tuning: Direction, Asymmetry, and Control cites this paper.

Entropy Polarity in Reinforcement Fine-Tuning: Direction, Asymmetry, and Control AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-15T06:05:05.669079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 72827b3b-f976-4a54-9e0e-970c19d50e4d · inbound

PriorZero: Bridging Language Priors and World Models for Decision Making cites this paper.

PriorZero: Bridging Language Priors and World Models for Decision Making AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T05:27:18.624132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 468889c8-af3e-4213-baa3-d9b4c468334a · inbound

Resolving Action Bottleneck: Agentic Reinforcement Learning Informed by Token-Level Energy cites this paper.

Resolving Action Bottleneck: Agentic Reinforcement Learning Informed by Token-Level Energy AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:48:28.618421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e1ac94f0-db25-4541-9ebc-593bb43dfd4e · inbound

ICRL: Learning to Internalize Self-Critique with Reinforcement Learning cites this paper.

ICRL: Learning to Internalize Self-Critique with Reinforcement Learning AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T18:02:42.395542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b59c1e80-b311-4087-a119-9dbbe090a57a · inbound

Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents cites this paper.

Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:38:05.470067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8d583fbf-e3c7-403d-b117-3b59177e3305 · inbound

SkillGrad: Optimizing Agent Skills Like Gradient Descent cites this paper.

SkillGrad: Optimizing Agent Skills Like Gradient Descent AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 1

Resolution: malformed identifier; arxiv_id, observed 2026-06-29T16:53:41.304135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6b1e739c-bb86-4664-9402-992f048bad50 · inbound

Agentic-DPO: From Imitation to Agentic Policy Optimization on Expert Trajectories cites this paper.

Agentic-DPO: From Imitation to Agentic Policy Optimization on Expert Trajectories AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-14T10:33:54.851493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 763e6f28-3062-4056-96fa-b9052d9b42fb · inbound

From Outcomes to Actions: Leveraging Hindsight for Long-Horizon Language Agent Training cites this paper.

From Outcomes to Actions: Leveraging Hindsight for Long-Horizon Language Agent Training AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-02T09:45:49.609534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a45e017-0649-429c-b45c-3054a1e94154 · inbound

From Trajectories to Prefixes: Reusing Teacher Trajectories via Replayed Prefixes and Online Continuation cites this paper.

From Trajectories to Prefixes: Reusing Teacher Trajectories via Replayed Prefixes and Online Continuation AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T08:56:35.257327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1934517f-cac9-4a64-9ac3-74851e6dce68 · inbound

When Reasoning Narrows the Move: Diversity Collapse in LLM Game Play cites this paper.

When Reasoning Narrows the Move: Diversity Collapse in LLM Game Play AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T12:36:12.420962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e2c48f9-e951-48b3-8d4a-71238d638059 · inbound

SkillRise: Agentic Reinforcement Learning for Cross-Task Skill Evolution cites this paper.

SkillRise: Agentic Reinforcement Learning for Cross-Task Skill Evolution AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-30T21:12:59.428554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.