Pith Number

pith:P4UKCOPE

pith:2023:P4UKCOPEOMTR7QFCCGGYGTOA3I

not attested not anchored not stored refs pending

Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation

Haofei Zhang, Jiangtao Zhang, Jie Song, Lechao Cheng, Mengqi Xue, Mingli Song, Tianli Zhang, Yu Wang

arxiv:2303.14666 v1 · 2023-03-26 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P4UKCOPEOMTR7QFCCGGYGTOA3I}

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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

On the Generalization of Knowledge Distillation: An Information-Theoretic View

Receipt and verification

First computed	2026-07-05T05:54:44.784012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f28a139e473271fc0a2118d834dc0da16c492044c58c2d4dfb5ecba59426b3f

Aliases

arxiv: 2303.14666 · arxiv_version: 2303.14666v1 · doi: 10.48550/arxiv.2303.14666 · pith_short_12: P4UKCOPEOMTR · pith_short_16: P4UKCOPEOMTR7QFC · pith_short_8: P4UKCOPE

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/P4UKCOPEOMTR7QFCCGGYGTOA3I \
  | 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: 7f28a139e473271fc0a2118d834dc0da16c492044c58c2d4dfb5ecba59426b3f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "414be121a9191ad6c3de8de043cabdfad523ed1a84341e043b29b7cd69e88de5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-26T09:40:55Z",
    "title_canon_sha256": "e6f333f33987d51cbbd41941f1f9e6092417cdf3cfe1c8d788c8dfc13ce94cc8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.14666",
    "kind": "arxiv",
    "version": 1
  }
}