Pith Number

pith:QQIJOXNL

pith:2024:QQIJOXNLC754GU6CQYFQO57PBZ

not attested not anchored not stored refs pending

FLAME: Adaptive and Reactive Concept Drift Mitigation for Federated Learning Deployments

Aftab Khan, Ioannis Mavromatis, Stefano De Feo

arxiv:2410.01386 v2 · 2024-10-02 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QQIJOXNLC754GU6CQYFQO57PBZ}

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

Towards the efficacy of federated prediction for epidemics on networks

Receipt and verification

First computed	2026-07-05T09:16:53.334891Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8410975dab17fbc353c2860b0777ef0e51225ca60bf73159260e541fa5f74faa

Aliases

arxiv: 2410.01386 · arxiv_version: 2410.01386v2 · doi: 10.48550/arxiv.2410.01386 · pith_short_12: QQIJOXNLC754 · pith_short_16: QQIJOXNLC754GU6C · pith_short_8: QQIJOXNL

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/QQIJOXNLC754GU6CQYFQO57PBZ \
  | 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: 8410975dab17fbc353c2860b0777ef0e51225ca60bf73159260e541fa5f74faa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "301e04dd9aa56e8d4107e7e3bd5e9ab4737a57a89339bfba93b5ca6cefaf4715",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T09:55:58Z",
    "title_canon_sha256": "73869d83fdd04850d2548eceedd53f5215215b77da4191d42bb0d407eca283ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01386",
    "kind": "arxiv",
    "version": 2
  }
}