Pith Number

pith:E5K3DVSV

pith:2019:E5K3DVSVM4URWZCQJONLLOQHUG

not attested not anchored not stored refs pending

Overcoming Forgetting in Federated Learning on Non-IID Data

Aviv Keren (Edgify), Daniel Benditkis (Edgify), Itai Zeitak (Edgify), Liron Mor-Yosef (Edgify), Nadav Israel (Edgify), Neta Shoham (Edgify), Tomer Avidor (Edgify)

arxiv:1910.07796 v1 · 2019-10-17 · cs.LG · cs.CR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E5K3DVSVM4URWZCQJONLLOQHUG}

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

4 papers in Pith

Benchmark Evaluation of Federated Learning on Multi-organ Images

Knowledge Distillation in Federated Learning: a Survey on Long Lasting Challenges and New Solutions

FedHarmony: Harmonizing Heterogeneous Label Correlations in Federated Multi-Label Learning

FedKPer: Tackling Generalization and Personalization in Medical Federated Learning via Knowledge Personalization

Receipt and verification

First computed	2026-07-05T00:12:56.054981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2755b1d65567291b64504b9ab5ba07a1b794b8f7ed27186cc2c5e9569b9ba47a

Aliases

arxiv: 1910.07796 · arxiv_version: 1910.07796v1 · doi: 10.48550/arxiv.1910.07796 · pith_short_12: E5K3DVSVM4UR · pith_short_16: E5K3DVSVM4URWZCQ · pith_short_8: E5K3DVSV

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/E5K3DVSVM4URWZCQJONLLOQHUG \
  | 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: 2755b1d65567291b64504b9ab5ba07a1b794b8f7ed27186cc2c5e9569b9ba47a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86f68384df24c7dfb53f7b6c2fc945ab17e14797f428c3e59f1629b05b81d7c1",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-17T09:53:16Z",
    "title_canon_sha256": "8839508bbde3fac7ee1c695a0c15ceaa32b2da60a7dbb99efd36eb582bd24a7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.07796",
    "kind": "arxiv",
    "version": 1
  }
}