Pith Number

pith:QIEUZMGE

pith:2024:QIEUZMGEDZAIVXVLNP54DGHKQ2

not attested not anchored not stored refs pending

On the Duality Between Sharpness-Aware Minimization and Adversarial Training

Hangzhou He, Huanran Chen, Jingyu Zhu, Yifei Wang, Yihao Zhang, Zeming Wei

arxiv:2402.15152 v2 · 2024-02-23 · cs.LG · cs.AI · cs.CR · math.OC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{QIEUZMGEDZAIVXVLNP54DGHKQ2}

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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

Fix the Loss, Not the Radius: Rethinking the Adversarial Perturbation of Sharpness-Aware Minimization

Nexus: Same Pretraining Loss, Better Downstream Generalization via Common Minima

Receipt and verification

First computed	2026-07-05T08:27:46.609117Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82094cb0c41e408adeab6bfbc198ea868d955ff6a5f6b5333f6080e280e4c1ba

Aliases

arxiv: 2402.15152 · arxiv_version: 2402.15152v2 · doi: 10.48550/arxiv.2402.15152 · pith_short_12: QIEUZMGEDZAI · pith_short_16: QIEUZMGEDZAIVXVL · pith_short_8: QIEUZMGE

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/QIEUZMGEDZAIVXVLNP54DGHKQ2 \
  | 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: 82094cb0c41e408adeab6bfbc198ea868d955ff6a5f6b5333f6080e280e4c1ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "141d586174092646444d6221058acd3511416ad838eb2523b817fa5f9399ce40",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T07:22:55Z",
    "title_canon_sha256": "8b79295380e4fd3d8595afae1eedd01c2a317194eaaa8e7cf91c1f0138ef6cff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15152",
    "kind": "arxiv",
    "version": 2
  }
}