Pith Number

pith:R3JP2PWN

pith:2019:R3JP2PWNBJIU3YDNBHT7CD2PQZ

not attested not anchored not stored refs pending

Fantastic Generalization Measures and Where to Find Them

Behnam Neyshabur, Dilip Krishnan, Hossein Mobahi, Samy Bengio, Yiding Jiang

arxiv:1912.02178 v1 · 2019-12-04 · 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{R3JP2PWNBJIU3YDNBHT7CD2PQZ}

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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

18 papers in Pith

Flatness Preserves Instruction Following in Vision-Language-Action Models

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning

Trajectory-Based Difficulty Scoring for Reliable Learning on Tabular Data

Characterizing Optimizer-Dependent Training Dynamics Through Hessian Eigenvector Displacement and Localization

Receipt and verification

First computed	2026-07-05T00:23:57.484939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ed2fd3ecd0a514de06d09e7f10f4f86487f56003124f26f8edd8609d35ffb78

Aliases

arxiv: 1912.02178 · arxiv_version: 1912.02178v1 · doi: 10.48550/arxiv.1912.02178 · pith_short_12: R3JP2PWNBJIU · pith_short_16: R3JP2PWNBJIU3YDN · pith_short_8: R3JP2PWN

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/R3JP2PWNBJIU3YDNBHT7CD2PQZ \
  | 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: 8ed2fd3ecd0a514de06d09e7f10f4f86487f56003124f26f8edd8609d35ffb78

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df4e2631425eb57cc1cdb2ee2329f0ed03bb2923536e827209651e8f21744148",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-04T18:58:26Z",
    "title_canon_sha256": "fd5da7879982581c65ef546f4d4f456ff65a04595b3e3610a3edf41b0f81040c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.02178",
    "kind": "arxiv",
    "version": 1
  }
}