Pith Number

pith:QLLG5U2H

pith:2025:QLLG5U2HZXAJGGRAFYHEUM7RLV

not attested not anchored not stored refs pending

Heterogeneity-aware Personalized Federated Learning via Adaptive Dual-Agent Reinforcement Learning

Haibin Cai, Qin Li, Ting Wang, Xi Chen

arxiv:2501.16966 v1 · 2025-01-28 · 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{QLLG5U2HZXAJGGRAFYHEUM7RLV}

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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

Decoupled Training with Local Reinforcement Fine-Tuning in Federated Learning

Receipt and verification

First computed	2026-07-05T10:06:20.936671Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82d66ed347cdc0931a202e0e4a33f15d50d1885579bf718e0ac98ab96cc8ca42

Aliases

arxiv: 2501.16966 · arxiv_version: 2501.16966v1 · doi: 10.48550/arxiv.2501.16966 · pith_short_12: QLLG5U2HZXAJ · pith_short_16: QLLG5U2HZXAJGGRA · pith_short_8: QLLG5U2H

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/QLLG5U2HZXAJGGRAFYHEUM7RLV \
  | 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: 82d66ed347cdc0931a202e0e4a33f15d50d1885579bf718e0ac98ab96cc8ca42

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "139f22c45004e07907fd76767637fc0d73dc44e38eaf171cc6c2002de94989e7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-28T14:08:57Z",
    "title_canon_sha256": "93ac7cff580db376c006c9b824fa7f55208373b2b1d04dc9f62f620afaeca201"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16966",
    "kind": "arxiv",
    "version": 1
  }
}