Pith Number

pith:HODV7EKF

pith:2025:HODV7EKFSHTMAY5EHWFYM37TCF

not attested not anchored not stored refs pending

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

Baodai Huang, Chenyang Liao, Guanyu Li, Honglin Guo, Jiaqi Liu, Jiazheng Zhang, Jiecao Chen, Jixuan Huang, Junjie Ye, Qi Zhang, Rui Zheng, Tao Gui, Wei He, Wenxiang Chen, Xuanjing Huang, Xuesong Yao, Yiwen Ding, Yufei Xu, Yu-Gang Jiang, Zehui Chen, Zhengyin Du, Zhiheng Xi, Zuxuan Wu

arxiv:2509.08755 v1 · 2025-09-10 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HODV7EKFSHTMAY5EHWFYM37TCF}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

19 papers in Pith

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From Refusal to Recovery: A Control-Theoretic Approach to Generative AI Guardrails

Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents

ICRL: Learning to Internalize Self-Critique with Reinforcement Learning

No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning

Receipt and verification

First computed	2026-07-05T12:08:35.639501Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b875f914591e6c063a43d8b866ff311508b0e801de4107aed9682c46d47e8bd

Aliases

arxiv: 2509.08755 · arxiv_version: 2509.08755v1 · doi: 10.48550/arxiv.2509.08755 · pith_short_12: HODV7EKFSHTM · pith_short_16: HODV7EKFSHTMAY5E · pith_short_8: HODV7EKF

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/HODV7EKFSHTMAY5EHWFYM37TCF \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 3b875f914591e6c063a43d8b866ff311508b0e801de4107aed9682c46d47e8bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f4d9e8b34fd2ff27aba8278152b6c1c7747cbc7f6dc704c920e668d6488d793",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-10T16:46:11Z",
    "title_canon_sha256": "adf6cd3636adabfcd4166c4d1e17e5d8d49ceecfa2201e666742a2cfa69940ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.08755",
    "kind": "arxiv",
    "version": 1
  }
}