Pith Number

pith:MXPLP3MA

pith:2025:MXPLP3MAIWKFEE3UN4QOKWJ6OQ

not attested not anchored not stored refs pending

AFCL: Analytic Federated Continual Learning for Spatio-Temporal Invariance of Non-IID Data

Anfeng Liu, Houbing Herbert Song, Huiping Zhuang, Jianheng Tang, Jingchao Wang, Jingyu He, Kejia Fan, Leye Wang, Run He, Shanghang Zhang, Tian Wang, Yunhuai Liu, Zhanxing Zhu

arxiv:2505.12245 v1 · 2025-05-18 · 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{MXPLP3MAIWKFEE3UN4QOKWJ6OQ}

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

Accurate and Resource-Efficient Federated Continual Learning

Receipt and verification

First computed	2026-07-05T11:05:00.760043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65deb7ed8045945213746f20e5593e741738f49dd598969a7996b794ea628634

Aliases

arxiv: 2505.12245 · arxiv_version: 2505.12245v1 · doi: 10.48550/arxiv.2505.12245 · pith_short_12: MXPLP3MAIWKF · pith_short_16: MXPLP3MAIWKFEE3U · pith_short_8: MXPLP3MA

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/MXPLP3MAIWKFEE3UN4QOKWJ6OQ \
  | 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: 65deb7ed8045945213746f20e5593e741738f49dd598969a7996b794ea628634

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b7c3c50d618da40204d21ffe4072d3a08bb76e80b4968284a256f685eda8ebb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-18T05:55:09Z",
    "title_canon_sha256": "46e839a1973ac58c8381c1d41baa1011bfdf6ddd5702dd813bfa60ed4b6650b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12245",
    "kind": "arxiv",
    "version": 1
  }
}