Pith Number

pith:GSXL4EQN

pith:2024:GSXL4EQNKSDDVBXILOFQYVYKOA

not attested not anchored not stored refs pending

Adaptive Data Optimization: Dynamic Sample Selection with Scaling Laws

Allan Zhou, J. Zico Kolter, Sadhika Malladi, Yiding Jiang, Zhili Feng

arxiv:2410.11820 v1 · 2024-10-15 · 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{GSXL4EQNKSDDVBXILOFQYVYKOA}

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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

1 paper in Pith

MegaScale-Data: Scaling Dataloader for Multisource Large Foundation Model Training

Receipt and verification

First computed	2026-07-05T09:20:59.407211Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34aebe120d54863a86e85b8b0c570a700d3217a5ef5435433f1517048ccff693

Aliases

arxiv: 2410.11820 · arxiv_version: 2410.11820v1 · doi: 10.48550/arxiv.2410.11820 · pith_short_12: GSXL4EQNKSDD · pith_short_16: GSXL4EQNKSDDVBXI · pith_short_8: GSXL4EQN

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/GSXL4EQNKSDDVBXILOFQYVYKOA \
  | 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: 34aebe120d54863a86e85b8b0c570a700d3217a5ef5435433f1517048ccff693

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1b84d5da3fde2393d9dfb84833ebc61f20268876ef39811fb660bb72d82fe43",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-15T17:47:44Z",
    "title_canon_sha256": "1165d0458898b5f5cbb6807a46bb8912a31c54ec7d703f189eb8edfdfd3b33e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11820",
    "kind": "arxiv",
    "version": 1
  }
}