Pith Number

pith:7ND2ZD5O

pith:2025:7ND2ZD5OPYPMQYW3P3YTAN4JQG

not attested not anchored not stored refs pending

Genius: A Generalizable and Purely Unsupervised Self-Training Framework For Advanced Reasoning

Chang Ma, Fangzhi Xu, Haiteng Zhao, Hang Yan, Jun Liu, Junxian He, Kanzhi Cheng, Qiushi Sun, Zhiyong Wu

arxiv:2504.08672 v1 · 2025-04-11 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7ND2ZD5OPYPMQYW3P3YTAN4JQG}

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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

4 papers in Pith

Trust Region On-Policy Distillation

Direct Reasoning Optimization: Token-Level Reasoning Reflectivity Meets Rubric Gates for Unverifiable Tasks

Improving Text-to-Image Generation with Intrinsic Self-Confidence Rewards

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

Receipt and verification

First computed	2026-07-05T10:47:52.648689Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb47ac8fae7e1ec862db7ef130378981807dcf840a66083577fb0e765215233f

Aliases

arxiv: 2504.08672 · arxiv_version: 2504.08672v1 · doi: 10.48550/arxiv.2504.08672 · pith_short_12: 7ND2ZD5OPYPM · pith_short_16: 7ND2ZD5OPYPMQYW3 · pith_short_8: 7ND2ZD5O

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/7ND2ZD5OPYPMQYW3P3YTAN4JQG \
  | 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: fb47ac8fae7e1ec862db7ef130378981807dcf840a66083577fb0e765215233f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00eb642155fcaff6cd7c98321ad79f5c183ac20491ffc00027023b9c631e110e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-11T16:26:23Z",
    "title_canon_sha256": "d29df97b181fe862d46861b9dc677114a26fdc3a08eb4e72f81cc1ffcfa22c5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.08672",
    "kind": "arxiv",
    "version": 1
  }
}