Pith Number

pith:VCPYWRA7

pith:2020:VCPYWRA72VROTI3YXDPTGDILVK

not attested not anchored not stored refs pending

Federated Knowledge Distillation

Hyowoon Seo, Jihong Park, Mehdi Bennis, Seong-Lyun Kim, Seungeun Oh

arxiv:2011.02367 v1 · 2020-11-04 · cs.LG · cs.DC · cs.IT · cs.NI · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VCPYWRA72VROTI3YXDPTGDILVK}

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

Tackling Data Heterogeneity in Federated Learning through Knowledge Distillation with Inequitable Aggregation

Receipt and verification

First computed	2026-07-05T01:49:12.003265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a89f8b441fd562e9a378b8df330d0baa9489c931d12a4738165207fe18f8d14e

Aliases

arxiv: 2011.02367 · arxiv_version: 2011.02367v1 · doi: 10.48550/arxiv.2011.02367 · pith_short_12: VCPYWRA72VRO · pith_short_16: VCPYWRA72VROTI3Y · pith_short_8: VCPYWRA7

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/VCPYWRA72VROTI3YXDPTGDILVK \
  | 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: a89f8b441fd562e9a378b8df330d0baa9489c931d12a4738165207fe18f8d14e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f96589a86d801a5faf782be032ee7a1cd3f442be81e6d511f2905fd63da50ecc",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.IT",
      "cs.NI",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-04T15:56:13Z",
    "title_canon_sha256": "7294952ab0d971119833a995b218710147d7612432acf3a16124b639a92bddc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.02367",
    "kind": "arxiv",
    "version": 1
  }
}