Pith Number

pith:QQHROJGI

pith:2024:QQHROJGIH5MZ6KHSLRVZWLWHVA

not attested not anchored not stored refs pending

WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning

Hanyu Lai, Iat Long Iong, Jiadai Sun, Jie Tang, Shuntian Yao, Tianjie Zhang, Wei Xu, Wenyi Zhao, Xiao Liu, Xinyue Yang, Xueqiao Sun, Yuxiao Dong, Yu Yang, Zehan Qi

arxiv:2411.02337 v3 · 2024-11-04 · 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{QQHROJGIH5MZ6KHSLRVZWLWHVA}

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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

29 papers in Pith

Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

Training the Orchestrator: A Supervised Approach to End-to-End PDDL Planning with LLM Agents

Speculative Rollback Correction for Quality-Diverse Web Agent Imitation

AliyunConsoleAgent: Training Web Agents in Real-World Cloud Environments via Distillation and Reinforcement Learning

DRIVE: Modeling Skills at the Reasoning and Interaction Levels for Web Agents under Continual Learning

Receipt and verification

First computed	2026-07-05T10:05:46.457412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

840f1724c83f599f28f25c6b9b2ec7a8123675ca24a32fbfb9eef22068af1664

Aliases

arxiv: 2411.02337 · arxiv_version: 2411.02337v3 · doi: 10.48550/arxiv.2411.02337 · pith_short_12: QQHROJGIH5MZ · pith_short_16: QQHROJGIH5MZ6KHS · pith_short_8: QQHROJGI

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/QQHROJGIH5MZ6KHSLRVZWLWHVA \
  | 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: 840f1724c83f599f28f25c6b9b2ec7a8123675ca24a32fbfb9eef22068af1664

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "672dd39bb3610e12acdd6294efbeb33f1eca6ed763d78e47a5eb0e222789ded3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-04T17:59:58Z",
    "title_canon_sha256": "539d87cfb0bcd8350aae34f5c33d8880a6d8efbbeaca92cd76c67d9019f133a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02337",
    "kind": "arxiv",
    "version": 3
  }
}