Pith Number

pith:4ECFBPZH

pith:2021:4ECFBPZH5DFFUWUD2RSOTHMJED

not attested not anchored not stored refs pending

Preservation of the Global Knowledge by Not-True Distillation in Federated Learning

Gihun Lee, Minchan Jeong, Sangmin Bae, Se-Young Yun, Yongjin Shin

arxiv:2106.03097 v5 · 2021-06-06 · cs.LG · cs.AI · 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{4ECFBPZH5DFFUWUD2RSOTHMJED}

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

FedA2L: Adaptive layer-wise learning rate adjustment in decentralized federated learning

Receipt and verification

First computed	2026-07-05T05:20:07.827332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e10450bf27e8ca5a5a83d464e99d8920eb9dc0c9685636816ca84ced28c1fd98

Aliases

arxiv: 2106.03097 · arxiv_version: 2106.03097v5 · doi: 10.48550/arxiv.2106.03097 · pith_short_12: 4ECFBPZH5DFF · pith_short_16: 4ECFBPZH5DFFUWUD · pith_short_8: 4ECFBPZH

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/4ECFBPZH5DFFUWUD2RSOTHMJED \
  | 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: e10450bf27e8ca5a5a83d464e99d8920eb9dc0c9685636816ca84ced28c1fd98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d70fb3ab9bc2f720883e302840a4ca34e91751385477f6eaba1702b86b6ada2d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-06T11:51:47Z",
    "title_canon_sha256": "204444bb2d4262c6d48d0ca0e3170720cafcb67918c8c84c7923ead5eaec1516"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03097",
    "kind": "arxiv",
    "version": 5
  }
}