Pith Number

pith:ZCMT7GW5

pith:2025:ZCMT7GW5BDOK5Q63FTI4NMGATG

not attested not anchored not stored refs pending

Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving

Haotian Xu, Jian Hu, Weinong Wang, Wenqiang Zhang, Xing W, Xinji Mai, Yingying Zhang, Zhong-Zhi Li

arxiv:2505.07773 v4 · 2025-05-12 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZCMT7GW5BDOK5Q63FTI4NMGATG}

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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

13 papers in Pith

Latent Visual States for Efficient Multimodal Reasoning

STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability

ReSum: Synergizing LLM Reasoning and Summarization with Reinforcement Learning

IAPO: Input Attribution-Aware Policy Optimization for Tool Use in Small Multimodal Agents

Rethinking Agentic Reinforcement Learning In Large Language Models

Receipt and verification

First computed	2026-07-05T11:56:19.555718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8993f9add08dcaec3db2cd1c6b0c099b14ba68d11e92d0d8b997cd404f1695a

Aliases

arxiv: 2505.07773 · arxiv_version: 2505.07773v4 · doi: 10.48550/arxiv.2505.07773 · pith_short_12: ZCMT7GW5BDOK · pith_short_16: ZCMT7GW5BDOK5Q63 · pith_short_8: ZCMT7GW5

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/ZCMT7GW5BDOK5Q63FTI4NMGATG \
  | 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: c8993f9add08dcaec3db2cd1c6b0c099b14ba68d11e92d0d8b997cd404f1695a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe15f98a87556bcc425d997dca362c7f7b837734165da3a753d414be7e51b8eb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-12T17:23:34Z",
    "title_canon_sha256": "2a6c3dcfd1ce1ac75f768aa109db9618d58ca8349001ce39b6355e92950efd51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07773",
    "kind": "arxiv",
    "version": 4
  }
}