Pith Number

pith:W6JAVUUG

pith:2023:W6JAVUUGLI6ZQUYFPIH6PS4FK2

not attested not anchored not stored refs pending

Homogenizing Non-IID datasets via In-Distribution Knowledge Distillation for Decentralized Learning

Deepak Ravikumar, Gobinda Saha, Kaushik Roy, Sai Aparna Aketi

arxiv:2304.04326 v2 · 2023-04-09 · cs.LG · 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{W6JAVUUGLI6ZQUYFPIH6PS4FK2}

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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

Topology-Aware Knowledge Propagation in Decentralized Learning

Receipt and verification

First computed	2026-07-05T07:48:45.927615Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7920ad2865a3d9853057a0fe7cb85569712d870a3d468a7f7aae41c35901a1a

Aliases

arxiv: 2304.04326 · arxiv_version: 2304.04326v2 · doi: 10.48550/arxiv.2304.04326 · pith_short_12: W6JAVUUGLI6Z · pith_short_16: W6JAVUUGLI6ZQUYF · pith_short_8: W6JAVUUG

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/W6JAVUUGLI6ZQUYFPIH6PS4FK2 \
  | 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: b7920ad2865a3d9853057a0fe7cb85569712d870a3d468a7f7aae41c35901a1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba222dc98bb5cb4d48377b3db57e1705eb891ad9d22cbf7d99c2635c24f608be",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-09T23:26:24Z",
    "title_canon_sha256": "e887ceedfcfb97c24f5d6392fe045ec9b9da9dd43c65c1891870952df4eb7b47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.04326",
    "kind": "arxiv",
    "version": 2
  }
}