Pith Number

pith:PE5RKEQM

pith:2023:PE5RKEQM5YCPMKJK2RUWMW6KOK

not attested not anchored not stored refs pending

A Modern Look at the Relationship between Sharpness and Generalization

Francesco Croce, Maksym Andriushchenko, Matthias Hein, Maximilian M\"uller, Nicolas Flammarion

arxiv:2302.07011 v2 · 2023-02-14 · 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{PE5RKEQM5YCPMKJK2RUWMW6KOK}

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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

6 papers in Pith

Why Muon Outperforms Adam: A Curvature Perspective

Beyond Structural Symmetries: Linear Mode Connectivity via Neuron Identifiability

Beyond Perplexity: A Geometric and Spectral Study of Low-Rank Pre-Training

Pointwise Generalization in Deep Neural Networks

Beyond Perplexity: A Geometric and Spectral Study of Low-Rank Pre-Training

Receipt and verification

First computed	2026-07-05T06:18:20.435993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

793b15120cee04f6292ad469665bca7288830f2cd354aeede581dc9ad1f6d0a4

Aliases

arxiv: 2302.07011 · arxiv_version: 2302.07011v2 · doi: 10.48550/arxiv.2302.07011 · pith_short_12: PE5RKEQM5YCP · pith_short_16: PE5RKEQM5YCPMKJK · pith_short_8: PE5RKEQM

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/PE5RKEQM5YCPMKJK2RUWMW6KOK \
  | 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: 793b15120cee04f6292ad469665bca7288830f2cd354aeede581dc9ad1f6d0a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa4e1a6a3c5357eb047eed71a4c7b1916965d814b2d365aa4fdc2686ee6ac069",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-14T12:38:12Z",
    "title_canon_sha256": "a698b97234eac20dd7405bda85e9a813cc6796f99d06be905cd60092c109e174"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07011",
    "kind": "arxiv",
    "version": 2
  }
}