Pith Number

pith:IGSVQA3A

pith:2024:IGSVQA3AVON7NHQ7TQQFLNZW3O

not attested not anchored not stored refs pending

Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning

Helder Ara\'ujo, Jo\~ao Gama, Pedro Henriques Abreu, Teresa Salazar

arxiv:2402.07586 v4 · 2024-02-12 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IGSVQA3AVON7NHQ7TQQFLNZW3O}

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

Federated Continual Learning: Concepts, Challenges, and Solutions

Receipt and verification

First computed	2026-07-05T12:10:52.343433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41a5580360ab9bf69e1f9c2055b736dbb0a23a734f658f827d59756628d77ddb

Aliases

arxiv: 2402.07586 · arxiv_version: 2402.07586v4 · doi: 10.48550/arxiv.2402.07586 · pith_short_12: IGSVQA3AVON7 · pith_short_16: IGSVQA3AVON7NHQ7 · pith_short_8: IGSVQA3A

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/IGSVQA3AVON7NHQ7TQQFLNZW3O \
  | 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: 41a5580360ab9bf69e1f9c2055b736dbb0a23a734f658f827d59756628d77ddb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d737942ef8d603bd82b967169c84107196bb2f66aa86d8786bdf85e028eb5a09",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T11:35:25Z",
    "title_canon_sha256": "53ac744e9fec1c07c6949fdaf4a1cd0f7b820cbe0265920cbb73a838be16b443"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07586",
    "kind": "arxiv",
    "version": 4
  }
}