Pith Number

pith:E4HUIJUN

pith:2023:E4HUIJUNZ2LBAXPIHOJL3RMM7S

not attested not anchored not stored refs pending

The Best of Both Worlds: Accurate Global and Personalized Models through Federated Learning with Data-Free Hyper-Knowledge Distillation

Haris Vikalo, Huancheng Chen, Johnny (Chaining) Wang

arxiv:2301.08968 v2 · 2023-01-21 · 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{E4HUIJUNZ2LBAXPIHOJL3RMM7S}

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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

Optimal Transceiver Design in Over-the-Air Federated Distillation

Receipt and verification

First computed	2026-07-05T05:59:06.097899Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

270f44268dce96105de83b92bdc58cfca2ccddd6e7478d1df4e7d8d2765250b0

Aliases

arxiv: 2301.08968 · arxiv_version: 2301.08968v2 · doi: 10.48550/arxiv.2301.08968 · pith_short_12: E4HUIJUNZ2LB · pith_short_16: E4HUIJUNZ2LBAXPI · pith_short_8: E4HUIJUN

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/E4HUIJUNZ2LBAXPIHOJL3RMM7S \
  | 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: 270f44268dce96105de83b92bdc58cfca2ccddd6e7478d1df4e7d8d2765250b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52079d7d527a726196af2f14a32f6fac0668fef4a1865e0c1f59bbc1872c446b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-21T16:20:57Z",
    "title_canon_sha256": "5204537cb41bd404e182382f5ed56c9f86c8c336c93184e564fa7ebb68c615ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.08968",
    "kind": "arxiv",
    "version": 2
  }
}