Pith Number

pith:RBPC44SM

pith:2025:RBPC44SMEZ5LGPMPMU4BQ3IA6A

not attested not anchored not stored refs pending

Improving the Reproducibility of Deep Learning Software: An Initial Investigation through a Case Study Analysis

Abhinav Goel, George K. Thiruvathukal, James C. Davis, Nikita Ravi

arxiv:2505.03165 v1 · 2025-05-06 · cs.LG · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RBPC44SMEZ5LGPMPMU4BQ3IA6A}

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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

Introducing Background Temperature to Characterise Hidden Randomness in Large Language Models

Receipt and verification

First computed	2026-07-05T10:59:11.204398Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

885e2e724c267ab33d8f6538186d00f023ed619c204cb0054878f0be3c78cb8d

Aliases

arxiv: 2505.03165 · arxiv_version: 2505.03165v1 · doi: 10.48550/arxiv.2505.03165 · pith_short_12: RBPC44SMEZ5L · pith_short_16: RBPC44SMEZ5LGPMP · pith_short_8: RBPC44SM

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/RBPC44SMEZ5LGPMPMU4BQ3IA6A \
  | 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: 885e2e724c267ab33d8f6538186d00f023ed619c204cb0054878f0be3c78cb8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c003f143e8f457cc7c23418e96a4d1002588c96f92f062bf61dd53379ef0862",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-06T04:20:15Z",
    "title_canon_sha256": "a8c2bf144fb8cc898577327b53ba4c7daecfb12f62cb54ada7dc7a734fd3341e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03165",
    "kind": "arxiv",
    "version": 1
  }
}