Pith Number

pith:P5PZ7ZEV

pith:2024:P5PZ7ZEVVA2GYFDKWD6HMMJUGG

not attested not anchored not stored refs pending

Beyond the Black Box: A Statistical Model for LLM Reasoning and Inference

Siddhartha Dalal, Vishal Misra

arxiv:2402.03175 v2 · 2024-02-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P5PZ7ZEVVA2GYFDKWD6HMMJUGG}

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

Beyond Heuristic Tuning: Power-Calibrated LLM Watermarking

Integrating Local and Global Entropy for Uncertainty Quantification in LLMs

Perturbation is All You Need for Extrapolating Language Models

Receipt and verification

First computed	2026-07-05T09:10:45.408950Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f5f9fe495a8346c146ab0fc7631343184e4c32b44608ce01ccdc2b5f6876f35

Aliases

arxiv: 2402.03175 · arxiv_version: 2402.03175v2 · doi: 10.48550/arxiv.2402.03175 · pith_short_12: P5PZ7ZEVVA2G · pith_short_16: P5PZ7ZEVVA2GYFDK · pith_short_8: P5PZ7ZEV

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/P5PZ7ZEVVA2GYFDKWD6HMMJUGG \
  | 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: 7f5f9fe495a8346c146ab0fc7631343184e4c32b44608ce01ccdc2b5f6876f35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44cf25ca3bf7b94e549b0d8cb1c3de093bd37730280088b7e1c8c0e681d77bc1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-05T16:42:10Z",
    "title_canon_sha256": "f1a36b682f335b6c3acef93c8a00570accd34d8d02512467a3b86f04b47cc0a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03175",
    "kind": "arxiv",
    "version": 2
  }
}