Pith Number

pith:CGIBGO63

pith:2023:CGIBGO635F67SMMO7ZUYSHIKO5

not attested not anchored not stored refs pending

Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models

Aaron Parisi, Abhishek Kumar, Alex Alemi, Alex Rizkowsky, Ankesh Anand, Avi Singh, Azade Nova, Behnam Neyshabur, Ben Adlam, Bernd Bohnet, Ethan Dyer, Gamaleldin Elsayed, Hanie Sedghi, Igor Mordatch, Isabelle Simpson, Izzeddin Gur, Jaehoon Lee, James Harrison, Jascha Sohl-Dickstein, Jasper Snoek, Jeffrey Pennington, Jiri Hron, John D. Co-Reyes, Kathleen Kenealy, Kelvin Xu, Kevin Swersky, Kshiteej Mahajan, Laura Culp, Lechao Xiao, Maxwell L. Bileschi, Noah Constant, Noah Fiedel, Peter J. Liu, Piyush Patil, Rishabh Agarwal, Roman Novak, Rosanne Liu, Tris Warkentin, Xavier Garcia, Yamini Bansal, Yundi Qian

arxiv:2312.06585 v4 · 2023-12-11 · cs.LG

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\usepackage{pith}
\pithnumber{CGIBGO635F67SMMO7ZUYSHIKO5}

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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

30 papers in Pith

On-Policy Self-Distillation with Sampled Demonstrations Reduces Output Diversity

Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models

Data Selection Through Iterative Self-Filtering for Vision-Language Settings

Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients

DRIFT: Refining Instruction Data via On-Policy Data Attribution

Receipt and verification

First computed	2026-07-05T08:09:27.039855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1190133bdbe97df9318efe69891d0a7765158f2f07c750ba8010d727bcafe5c8

Aliases

arxiv: 2312.06585 · arxiv_version: 2312.06585v4 · doi: 10.48550/arxiv.2312.06585 · pith_short_12: CGIBGO635F67 · pith_short_16: CGIBGO635F67SMMO · pith_short_8: CGIBGO63

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/CGIBGO635F67SMMO7ZUYSHIKO5 \
  | 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: 1190133bdbe97df9318efe69891d0a7765158f2f07c750ba8010d727bcafe5c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4ddb1d9e9a1501c3bbbf08491415a4f11b004e8a7be172142b48cca1fdcc66f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-11T18:17:43Z",
    "title_canon_sha256": "e6f01419f3183ccef4ae6812e0bc345f062a4d13758792b5f93678a3dc639db4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06585",
    "kind": "arxiv",
    "version": 4
  }
}