Pith Number

pith:DQ7YMGST

pith:2024:DQ7YMGSTJGSKC7HH5J5REC6TXB

not attested not anchored not stored refs pending

One-shot Federated Learning via Synthetic Distiller-Distillate Communication

Junyuan Zhang, Songhua Liu, Xinchao Wang

arxiv:2412.05186 v1 · 2024-12-06 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DQ7YMGSTJGSKC7HH5J5REC6TXB}

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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

Demystifying the Optimal Fair Classifier in Multi-Class Classification

Receipt and verification

First computed	2026-07-05T09:45:30.085707Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c3f861a5349a4a17ce7ea7b120bd3b867ddb1c471a8cdce6734bae7e9188f40

Aliases

arxiv: 2412.05186 · arxiv_version: 2412.05186v1 · doi: 10.48550/arxiv.2412.05186 · pith_short_12: DQ7YMGSTJGSK · pith_short_16: DQ7YMGSTJGSKC7HH · pith_short_8: DQ7YMGST

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/DQ7YMGSTJGSKC7HH5J5REC6TXB \
  | 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: 1c3f861a5349a4a17ce7ea7b120bd3b867ddb1c471a8cdce6734bae7e9188f40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3351c2dc80337aeea51426aa04fc2fc429cd2dcd2c25aac67faa4ce4e165232",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-06T17:05:34Z",
    "title_canon_sha256": "e58135531ba36a7d26b2a9de2c03ec5eb6b3ec41418c2ced205b8e56f9bfe8d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05186",
    "kind": "arxiv",
    "version": 1
  }
}