Pith Number

pith:W6PMTAHV

pith:2021:W6PMTAHVGCKAOXTIUAEGNONES5

not attested not anchored not stored refs pending

On the Reproducibility of Neural Network Predictions

Aditya Menon, Andreas Veit, Ankit Singh Rawat, Kimberly Wilber, Sanjiv Kumar, Seungyeon Kim, Srinadh Bhojanapalli

arxiv:2102.03349 v1 · 2021-02-05 · 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{W6PMTAHVGCKAOXTIUAEGNONES5}

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

From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems

Reducing cross-sample prediction churn in scientific machine learning

Trustworthy AI: Ensuring Reliability and Accountability from Models to Agents

Receipt and verification

First computed	2026-07-05T02:13:08.222394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b79ec980f53094075e68a00866b9a497506f2fe6327bb26e0a302075a0329cf2

Aliases

arxiv: 2102.03349 · arxiv_version: 2102.03349v1 · doi: 10.48550/arxiv.2102.03349 · pith_short_12: W6PMTAHVGCKA · pith_short_16: W6PMTAHVGCKAOXTI · pith_short_8: W6PMTAHV

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/W6PMTAHVGCKAOXTIUAEGNONES5 \
  | 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: b79ec980f53094075e68a00866b9a497506f2fe6327bb26e0a302075a0329cf2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c523753fb235214771f0de4925be63b7e7b7c848e0ad257329c92747f57721a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-05T18:51:01Z",
    "title_canon_sha256": "4e7ff6668f5f929f57435240f918e26bef28f297a284ed011526d19bc6dc952d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.03349",
    "kind": "arxiv",
    "version": 1
  }
}