Pith Number

pith:4Y7W7FXJ

pith:2024:4Y7W7FXJDUXAUSCYZGFNSP3YS3

not attested not anchored not stored refs pending

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training

Benshan Wang, Chaoran Huang, Dongliang Wang, Li Fan, Qiarong Xiao, Shaojie Liu, Tengji Xu, Zeyu Luo

arxiv:2411.12352 v1 · 2024-11-19 · physics.optics · cs.ET · 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{4Y7W7FXJDUXAUSCYZGFNSP3YS3}

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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

Towards Understanding The Calibration Benefits of Sharpness-Aware Minimization

Receipt and verification

First computed	2026-07-05T09:37:20.068085Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e63f6f96e91d2e0a4858c98ad93f7896d0bd01633defab7eb140391d7222cc5d

Aliases

arxiv: 2411.12352 · arxiv_version: 2411.12352v1 · doi: 10.48550/arxiv.2411.12352 · pith_short_12: 4Y7W7FXJDUXA · pith_short_16: 4Y7W7FXJDUXAUSCY · pith_short_8: 4Y7W7FXJ

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/4Y7W7FXJDUXAUSCYZGFNSP3YS3 \
  | 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: e63f6f96e91d2e0a4858c98ad93f7896d0bd01633defab7eb140391d7222cc5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf2b4b958e8d4976d15fd816c3a3a9893409e9058d58ca83b4826beade31333f",
    "cross_cats_sorted": [
      "cs.ET",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.optics",
    "submitted_at": "2024-11-19T09:15:08Z",
    "title_canon_sha256": "87c5e9bb9a3499ece8e45207191af851d9af410edf34b98ea6377a75cfab29bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12352",
    "kind": "arxiv",
    "version": 1
  }
}