Pith Number

pith:VYOHR64D

pith:2021:VYOHR64DFKELF746VDWGHPKAJZ

not attested not anchored not stored refs pending

Local-Global Knowledge Distillation in Heterogeneous Federated Learning with Non-IID Data

Dezhong Yao, Hai Jin, Lichao Sun, Wanning Pan, Xiaofeng Ding, Yao Wan, Yutong Dai, Zheng Xu

arxiv:2107.00051 v2 · 2021-06-30 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VYOHR64DFKELF746VDWGHPKAJZ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

FedQUIT: On-Device Federated Unlearning via a Quasi-Competent Virtual Teacher

Receipt and verification

First computed	2026-07-05T03:13:30.392374Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae1c78fb832a88b2ff9ea8ec63bd404e680b07b450a255c914c3d8ba18e454f9

Aliases

arxiv: 2107.00051 · arxiv_version: 2107.00051v2 · doi: 10.48550/arxiv.2107.00051 · pith_short_12: VYOHR64DFKEL · pith_short_16: VYOHR64DFKELF746 · pith_short_8: VYOHR64D

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/VYOHR64DFKELF746VDWGHPKAJZ \
  | 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: ae1c78fb832a88b2ff9ea8ec63bd404e680b07b450a255c914c3d8ba18e454f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "226d317ba1103cd72c96152e2d9272d2f98709493170b15464a1d5bd308cb8db",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-30T18:14:24Z",
    "title_canon_sha256": "60d5c4a1bbe9d1a22ba6b5beace6b208382ebb6348b2c59d438198b4ab1c7213"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.00051",
    "kind": "arxiv",
    "version": 2
  }
}