Pith Number

pith:LCXWXHK5

pith:2019:LCXWXHK527LASNHNOV7BUSIR42

not attested not anchored not stored refs pending

Positively Scale-Invariant Flatness of ReLU Neural Networks

Mingyang Yi, Qi Meng, Tie-Yan Liu, Wei Chen, Zhi-Ming Ma

arxiv:1903.02237 v1 · 2019-03-06 · cs.LG · 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{LCXWXHK527LASNHNOV7BUSIR42}

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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

2 papers in Pith

Hessian based analysis of SGD for Deep Nets: Dynamics and Generalization

The Effect of Mini-Batch Noise on the Implicit Bias of Adam

Receipt and verification

First computed	2026-05-17T23:51:56.422410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58af6b9d5dd7d60934ed757e1a4911e6a08119f23b91e1f39ec0433034fa6da8

Aliases

arxiv: 1903.02237 · arxiv_version: 1903.02237v1 · doi: 10.48550/arxiv.1903.02237 · pith_short_12: LCXWXHK527LA · pith_short_16: LCXWXHK527LASNHN · pith_short_8: LCXWXHK5

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/LCXWXHK527LASNHNOV7BUSIR42 \
  | 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: 58af6b9d5dd7d60934ed757e1a4911e6a08119f23b91e1f39ec0433034fa6da8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4bdb5e0f220cfbef030e303a0bac6430aae5f781eb01e1bab350da0049cb5da5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-06T08:21:09Z",
    "title_canon_sha256": "1b701d0b4e57f4de3fb3f38858f3916441197d56882e1c7981be584b5ae5194d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.02237",
    "kind": "arxiv",
    "version": 1
  }
}