Pith Number

pith:BRBLUY7I

pith:2025:BRBLUY7IL3VNLIIXKISHUN7GZI

not attested not anchored not stored refs pending

WorkForceAgent-R1: Incentivizing Reasoning Capability in LLM-based Web Agents via Reinforcement Learning

Chao Zhang, Di Jin, Hanrui Wang, Jiaao Chen, Wenqi Shi, Yuchen Zhuang

arxiv:2505.22942 v2 · 2025-05-28 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BRBLUY7IL3VNLIIXKISHUN7GZI}

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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

1 paper in Pith

DynaWeb: Model-Based Reinforcement Learning of Web Agents

Receipt and verification

First computed	2026-07-05T11:17:46.293270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c42ba63e85eead5a11752247a37e6ca2ce692dff2ff5dfa46a667f92fce95a8

Aliases

arxiv: 2505.22942 · arxiv_version: 2505.22942v2 · doi: 10.48550/arxiv.2505.22942 · pith_short_12: BRBLUY7IL3VN · pith_short_16: BRBLUY7IL3VNLIIX · pith_short_8: BRBLUY7I

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/BRBLUY7IL3VNLIIXKISHUN7GZI \
  | 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: 0c42ba63e85eead5a11752247a37e6ca2ce692dff2ff5dfa46a667f92fce95a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1ee2cafc8efe52e624f2174f298adee12f4acbbfbb2a17a2c8b912d3de156b5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-28T23:45:28Z",
    "title_canon_sha256": "49f55cc32983acb67b95e91024f56c7c3ff91d4f503df68cf56c5130121ec866"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22942",
    "kind": "arxiv",
    "version": 2
  }
}