Pith Number

pith:U3G35WIQ

pith:2019:U3G35WIQNDCY7BZ7L4XZIP2NR3

not attested not anchored not stored refs pending

The intriguing role of module criticality in the generalization of deep networks

Behnam Neyshabur, Hanie Sedghi, Niladri S. Chatterji

arxiv:1912.00528 v3 · 2019-12-02 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U3G35WIQNDCY7BZ7L4XZIP2NR3}

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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

Continual Test-Time Adaptation in Computer Vision: Methods, Benchmarks, and Future Directions

Receipt and verification

First computed	2026-07-05T00:41:01.176892Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a6cdbed91068c58f873f5f2f943f4d8ef6352ce8ebabe31786220ff5be9f18a1

Aliases

arxiv: 1912.00528 · arxiv_version: 1912.00528v3 · doi: 10.48550/arxiv.1912.00528 · pith_short_12: U3G35WIQNDCY · pith_short_16: U3G35WIQNDCY7BZ7 · pith_short_8: U3G35WIQ

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/U3G35WIQNDCY7BZ7L4XZIP2NR3 \
  | 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: a6cdbed91068c58f873f5f2f943f4d8ef6352ce8ebabe31786220ff5be9f18a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e80b8bc2ef1182255cc1a7a15d1c640751889385a9fcdf6b87d27e4d7248d700",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-02T00:27:26Z",
    "title_canon_sha256": "2536a717413cf6fe6ba89d44cfa7262d70aa811ad9b5f366d62e6c5431227f0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.00528",
    "kind": "arxiv",
    "version": 3
  }
}