Pith Number

pith:JOHOYAFE

pith:2025:JOHOYAFERAMIVTPWRH3Z3ITPSZ

not attested not anchored not stored refs pending

Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Dongsheng Li, Luna K. Qiu, Siyun Zhao, Xufang Luo, Yuge Zhang, Yuqing Yang, Zhiyuan He, Zilong Wang

arxiv:2508.03680 v1 · 2025-08-05 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JOHOYAFERAMIVTPWRH3Z3ITPSZ}

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

20 papers in Pith

StepPO: Step-Aligned Policy Optimization for Agentic Reinforcement Learning

Learning with a Single Rollout via Monte Carlo Pass@k Critic

TRUSTMEM: Learning Trustworthy Memory Consolidation for LLM Agents with Long-Term Memory

Group-Graph Policy Optimization for Long-Horizon Agentic Reinforcement Learning

Claw-R1: A Step-Level Data Middleware System for Agentic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:49:01.056792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b8eec00a488188acdf689f79da26f96597b357d676fa774e4d82472ae60ee57

Aliases

arxiv: 2508.03680 · arxiv_version: 2508.03680v1 · doi: 10.48550/arxiv.2508.03680 · pith_short_12: JOHOYAFERAMI · pith_short_16: JOHOYAFERAMIVTPW · pith_short_8: JOHOYAFE

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/JOHOYAFERAMIVTPWRH3Z3ITPSZ \
  | 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: 4b8eec00a488188acdf689f79da26f96597b357d676fa774e4d82472ae60ee57

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6665a995fbe8ae9b4ae66059652e9f06fc98db8af08ae2ffbe171e817126907",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-05T17:50:13Z",
    "title_canon_sha256": "9ec465f97a8d928af0585482422cd3699aac94a38abade17a37fd64c577cc648"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.03680",
    "kind": "arxiv",
    "version": 1
  }
}