Pith Number

pith:SIJ6X2UF

pith:2020:SIJ6X2UF2IF5XGNJ5YKIIIEHT6

not attested not anchored not stored refs pending

Non-Determinism in TensorFlow ResNets

Matthew Willetts, Miguel Morin

arxiv:2001.11396 v1 · 2020-01-30 · cs.LG · cs.NE · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SIJ6X2UF2IF5XGNJ5YKIIIEHT6}

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

1 paper in Pith

Omega-S: A Functional Resilience Index for LLM Fine-Tuning

Receipt and verification

First computed	2026-07-05T00:37:23.583661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9213ebea85d20bdb99a9ee148420879fa1012a04cfd388df404fc48446c69ea7

Aliases

arxiv: 2001.11396 · arxiv_version: 2001.11396v1 · doi: 10.48550/arxiv.2001.11396 · pith_short_12: SIJ6X2UF2IF5 · pith_short_16: SIJ6X2UF2IF5XGNJ · pith_short_8: SIJ6X2UF

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/SIJ6X2UF2IF5XGNJ5YKIIIEHT6 \
  | 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: 9213ebea85d20bdb99a9ee148420879fa1012a04cfd388df404fc48446c69ea7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b08cb9ebe9e6d94e0bbb727158a88a80b6e21b904b9089f5b8c5a4158ef984a",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-30T15:29:13Z",
    "title_canon_sha256": "143a177e1ae0cd4827a20fce96da0c9428de35e8021acb5a58b6d5e2924d29da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.11396",
    "kind": "arxiv",
    "version": 1
  }
}