Pith Number

pith:UTBEVWSQ

pith:2024:UTBEVWSQWLCALBLO2ZGY6HT5OJ

not attested not anchored not stored refs pending

Scaling Laws for Data Filtering -- Data Curation cannot be Compute Agnostic

Aditi Raghunathan, J. Zico Kolter, Pratyush Maini, Sachin Goyal, Zachary C. Lipton

arxiv:2404.07177 v1 · 2024-04-10 · 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{UTBEVWSQWLCALBLO2ZGY6HT5OJ}

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

5 papers in Pith

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

Internal Data Repetition Destroys Language Models

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

SafeLens: Deliberate and Efficient Video Guardrails with Fast-and-Slow Screening

Scaling Laws for Mixture Pretraining Under Data Constraints

Receipt and verification

First computed	2026-07-05T08:06:36.419996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4c24ada50b2c405856ed64d8f1e7d727e97ef8588303c12050f9b05511f575d

Aliases

arxiv: 2404.07177 · arxiv_version: 2404.07177v1 · doi: 10.48550/arxiv.2404.07177 · pith_short_12: UTBEVWSQWLCA · pith_short_16: UTBEVWSQWLCALBLO · pith_short_8: UTBEVWSQ

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/UTBEVWSQWLCALBLO2ZGY6HT5OJ \
  | 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: a4c24ada50b2c405856ed64d8f1e7d727e97ef8588303c12050f9b05511f575d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdc9e0a7f5fabef9ac55a1f255bab180979f94f1e09717f3f46b002cdade3176",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-10T17:27:54Z",
    "title_canon_sha256": "6e9ace4a06d7429f228282c589a69a532ee6fe3a9d56b4e6b377c6b7a8ebd870"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07177",
    "kind": "arxiv",
    "version": 1
  }
}