Pith Number

pith:L43BG72C

pith:2023:L43BG72CJIGOU3FXLJJ2KWZIVY

not attested not anchored not stored refs pending

FedHQL: Federated Heterogeneous Q-Learning

Bryan Kian Hsiang Low, Cheston Tan, Flint Xiaofeng Fan, Roger Wattenhofer, Yining Ma, Zhongxiang Dai

arxiv:2301.11135 v1 · 2023-01-26 · 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{L43BG72CJIGOU3FXLJJ2KWZIVY}

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

2 papers in Pith

FedQHD: Closed-Form Function-Space Federated Reinforcement Learning

Insider Attacks in Multi-Agent LLM Consensus Systems

Receipt and verification

First computed	2026-07-05T05:36:10.844211Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f36137f424a0cea6cb75a53a55b28ae01b255f13bd777a25712083279992480

Aliases

arxiv: 2301.11135 · arxiv_version: 2301.11135v1 · doi: 10.48550/arxiv.2301.11135 · pith_short_12: L43BG72CJIGO · pith_short_16: L43BG72CJIGOU3FX · pith_short_8: L43BG72C

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/L43BG72CJIGOU3FXLJJ2KWZIVY \
  | 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: 5f36137f424a0cea6cb75a53a55b28ae01b255f13bd777a25712083279992480

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7dd7a6a232bb9f83b33c87a75fa5d7ead8b20c2556016c32127ba16e0567712",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-26T14:39:34Z",
    "title_canon_sha256": "23a7cc587f92543bcaebf09fe342895af3d68963fc24d3e9766e37dd5ba5d460"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.11135",
    "kind": "arxiv",
    "version": 1
  }
}