Pith Number

pith:ULWKA73P

pith:2024:ULWKA73PYU2KBWPLKWEPTR3EKO

not attested not anchored not stored refs pending

A Simple Model of Inference Scaling Laws

Noam Levi

arxiv:2410.16377 v2 · 2024-10-21 · stat.ML · cs.AI · cs.IT · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ULWKA73PYU2KBWPLKWEPTR3EKO}

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

4 papers in Pith

The Inference-Compute Frontier and a Latency-Efficient Architecture for Limit Order Book Prediction

When More Sampling Hurts: The Modal Ceiling and Correlation Ceiling of Test-Time Scaling

Semantic Voting: Execution-Grounded Consensus for LLM Code Generation

Sketch-and-Verify: Structured Inference-Time Scaling via Program Sketching

Receipt and verification

First computed	2026-07-05T09:45:56.612890Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2eca07f6fc534a0d9eb5588f9c76453925032d2df16b315606b9460da460cad

Aliases

arxiv: 2410.16377 · arxiv_version: 2410.16377v2 · doi: 10.48550/arxiv.2410.16377 · pith_short_12: ULWKA73PYU2K · pith_short_16: ULWKA73PYU2KBWPL · pith_short_8: ULWKA73P

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/ULWKA73PYU2KBWPLKWEPTR3EKO \
  | 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: a2eca07f6fc534a0d9eb5588f9c76453925032d2df16b315606b9460da460cad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "805967667281f928d0110c2a72c8e4c8164d0302b61b27f61a37ed7f302f8623",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-21T18:00:06Z",
    "title_canon_sha256": "a1b2fcb3234215b9bb1dc62a84cea4f7af506c859eb021aaaaec14a1cc608354"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16377",
    "kind": "arxiv",
    "version": 2
  }
}