Pith Number

pith:QDRCHRAK

pith:2024:QDRCHRAKD3W36FCOS4RBNS3SDN

not attested not anchored not stored refs pending

On the Convergence Rates of Federated Q-Learning across Heterogeneous Environments

Leo Muxing Wang, Lili Su, Pengkun Yang

arxiv:2409.03897 v3 · 2024-09-05 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QDRCHRAKD3W36FCOS4RBNS3SDN}

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.

Receipt and verification

First computed	2026-05-20T00:00:15.986848Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80e223c40a1eedbf144e972216cb721b7504c2db994dbdc70753a2426656437a

Aliases

arxiv: 2409.03897 · arxiv_version: 2409.03897v3 · doi: 10.48550/arxiv.2409.03897 · pith_short_12: QDRCHRAKD3W3 · pith_short_16: QDRCHRAKD3W36FCO · pith_short_8: QDRCHRAK

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/QDRCHRAKD3W36FCOS4RBNS3SDN \
  | 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: 80e223c40a1eedbf144e972216cb721b7504c2db994dbdc70753a2426656437a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4b98d64eaa4d1c04c1418e4f818d51eb8023b12154aff66b974c107e90aee41",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-05T20:09:56Z",
    "title_canon_sha256": "bb3e34ae203ab72cd4e99f34b554a354d284b82a33247d045d653842f29fb07d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.03897",
    "kind": "arxiv",
    "version": 3
  }
}