Pith Number

pith:PMFOP6XH

pith:2023:PMFOP6XH6GYGJNX5EUDPSO4EP5

not attested not anchored not stored refs pending

Data pruning and neural scaling laws: fundamental limitations of score-based algorithms

Fadhel Ayed, Soufiane Hayou

arxiv:2302.06960 v3 · 2023-02-14 · stat.ML · 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{PMFOP6XH6GYGJNX5EUDPSO4EP5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

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

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

OrderDP: A Theoretically Guaranteed Lossless Dynamic Data Pruning Framework

Receipt and verification

First computed	2026-07-05T07:08:54.908077Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b0ae7fae7f1b064b6fd2506f93b847f4e1113680fcdce9a4c1162144e74912b

Aliases

arxiv: 2302.06960 · arxiv_version: 2302.06960v3 · doi: 10.48550/arxiv.2302.06960 · pith_short_12: PMFOP6XH6GYG · pith_short_16: PMFOP6XH6GYGJNX5 · pith_short_8: PMFOP6XH

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/PMFOP6XH6GYGJNX5EUDPSO4EP5 \
  | 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: 7b0ae7fae7f1b064b6fd2506f93b847f4e1113680fcdce9a4c1162144e74912b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d50de7852d7610fb7cd457273a17203ae1c294e57196d8cf9612781ba28a915",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-02-14T10:38:40Z",
    "title_canon_sha256": "0e35c71e130edb5a1cb242764c04fd353d470257430a2ffeb68699b327acbbbe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.06960",
    "kind": "arxiv",
    "version": 3
  }
}