Pith Number

pith:CVR2WZ4G

pith:2024:CVR2WZ4GPM62UBB3U3GUN34LLA

not attested not anchored not stored refs pending

B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Junxian He, Lulu Zhao, Weihao Zeng, Yijun Wang, Yuzhen Huang, Zifei Shan

arxiv:2412.17256 v2 · 2024-12-23 · cs.AI · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CVR2WZ4GPM62UBB3U3GUN34LLA}

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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

3 papers in Pith

MILES: Modular Instruction Memory with Learnable Selection for Self-Improving LLM Reasoning

From System 1 to System 2: A Survey of Reasoning Large Language Models

Do Self-Evolving Agents Forget? Capability Degradation and Preservation in Lifelong LLM Agent Adaptation

Receipt and verification

First computed	2026-07-05T10:23:27.925839Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1563ab67867b3daa043ba6cd46ef8b58323bc8ec8534e89393fab2eac23b3756

Aliases

arxiv: 2412.17256 · arxiv_version: 2412.17256v2 · doi: 10.48550/arxiv.2412.17256 · pith_short_12: CVR2WZ4GPM62 · pith_short_16: CVR2WZ4GPM62UBB3 · pith_short_8: CVR2WZ4G

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/CVR2WZ4GPM62UBB3U3GUN34LLA \
  | 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: 1563ab67867b3daa043ba6cd46ef8b58323bc8ec8534e89393fab2eac23b3756

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3178e4b6e9f64e25bf52eed7fac7d31055e8b61ad33ffbc4f81fe4d78327877",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-23T03:58:34Z",
    "title_canon_sha256": "1105d6d7d697ad05c31c11f73dbe38cb5e740af64071061d93019e6c9dd75573"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17256",
    "kind": "arxiv",
    "version": 2
  }
}