Pith Number

pith:7V7HHFTZ

pith:2024:7V7HHFTZDHLMOWTQZ3S3BFDIQV

not attested not anchored not stored refs pending

Federated Reinforcement Learning with Constraint Heterogeneity

Hao Jin, Liangyu Zhang, Zhihua Zhang

arxiv:2405.03236 v1 · 2024-05-06 · cs.LG · 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{7V7HHFTZDHLMOWTQZ3S3BFDIQV}

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

Decoupled Training with Local Reinforcement Fine-Tuning in Federated Learning

Receipt and verification

First computed	2026-07-05T08:16:00.562932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd7e73967919d6c75a70cee5b0946885675b0e252c6cc517380575f54861607b

Aliases

arxiv: 2405.03236 · arxiv_version: 2405.03236v1 · doi: 10.48550/arxiv.2405.03236 · pith_short_12: 7V7HHFTZDHLM · pith_short_16: 7V7HHFTZDHLMOWTQ · pith_short_8: 7V7HHFTZ

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/7V7HHFTZDHLMOWTQZ3S3BFDIQV \
  | 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: fd7e73967919d6c75a70cee5b0946885675b0e252c6cc517380575f54861607b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6eef419697e911059ae1e50e66385acd1f28c0ee2aaee07c87a040e138805166",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-06T07:44:50Z",
    "title_canon_sha256": "b997ef7148ff8129256e7a7e71c6f0cd0c2d09b63eebaeaacdf82796712ffa13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03236",
    "kind": "arxiv",
    "version": 1
  }
}