Pith Number

pith:7TN4LDUI

pith:2024:7TN4LDUIK53ANGHLCDV353HZCU

not attested not anchored not stored refs pending

Scaling Laws for Fine-Grained Mixture of Experts

Jakub Krajewski, Jan Ludziejewski, Kamil Adamczewski, Kamil Ciebiera, Krystian Kr\'ol, Maciej Pi\'oro, Marek Cygan, Micha{\l} Krutul, Piotr Sankowski, Sebastian Jaszczur, Szymon Antoniak, Tomasz Odrzyg\'o\'zd\'z

arxiv:2402.07871 v1 · 2024-02-12 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7TN4LDUIK53ANGHLCDV353HZCU}

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

25 papers in Pith

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A Limit Theory of Foundation Models: A Mathematical Approach to Understanding Emergent Intelligence and Scaling Laws

Mixture-of-Control: State-Aware Fine-Tuning for Transformer-based Models

MobileMoE: Scaling On-Device Mixture of Experts

Receipt and verification

First computed	2026-07-05T07:44:13.519928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fcdbc58e8857760698eb10ebbeecf9153af746bcd916fdc7e1b4929ce4129182

Aliases

arxiv: 2402.07871 · arxiv_version: 2402.07871v1 · doi: 10.48550/arxiv.2402.07871 · pith_short_12: 7TN4LDUIK53A · pith_short_16: 7TN4LDUIK53ANGHL · pith_short_8: 7TN4LDUI

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/7TN4LDUIK53ANGHLCDV353HZCU \
  | 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: fcdbc58e8857760698eb10ebbeecf9153af746bcd916fdc7e1b4929ce4129182

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5c9cc1192d45b36808cc718fd14d24e24ded363db4246d3ec024a2beadc1432",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T18:33:47Z",
    "title_canon_sha256": "93c97d780071f155cc084a5326ecff132cab7746b1aea2666a386872819ebbe8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07871",
    "kind": "arxiv",
    "version": 1
  }
}