Pith Number

pith:KJZSTJM6

pith:2025:KJZSTJM6U6PEUH55MOCVECWL7E

not attested not anchored not stored refs pending

Can One Domain Help Others? A Data-Centric Study on Multi-Domain Reasoning via Reinforcement Learning

Conghui He, Honglin Lin, Lijun Wu, Mengyuan Sun, Yu Li, Zhuoshi Pan

arxiv:2507.17512 v1 · 2025-07-23 · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{KJZSTJM6U6PEUH55MOCVECWL7E}

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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

6 papers in Pith

Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR

From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning

Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It

Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR

From Pixels to Digital Agents: An Empirical Study on the Taxonomy and Technological Trends of Reinforcement Learning Environments

Receipt and verification

First computed	2026-07-05T11:42:09.152950Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

527329a59ea79e4a1fbd6385520acbf92b9cf9ad2119dfed655f6a36aad78034

Aliases

arxiv: 2507.17512 · arxiv_version: 2507.17512v1 · doi: 10.48550/arxiv.2507.17512 · pith_short_12: KJZSTJM6U6PE · pith_short_16: KJZSTJM6U6PEUH55 · pith_short_8: KJZSTJM6

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/KJZSTJM6U6PEUH55MOCVECWL7E \
  | 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: 527329a59ea79e4a1fbd6385520acbf92b9cf9ad2119dfed655f6a36aad78034

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62412a73f36ec7a766a44b86d5e0fa73aa04cfbee996859a3382de1807e5c270",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-23T13:51:04Z",
    "title_canon_sha256": "3047d493cbc28c1a9dc78dfdbab9f68b17271fcc695f882e7aa5638189b78d51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17512",
    "kind": "arxiv",
    "version": 1
  }
}