Pith Number

pith:LZVGL7G6

pith:2024:LZVGL7G6L6BEWFH5JTH6ZLIPLU

not attested not anchored not stored refs pending

Towards Federated RLHF with Aggregated Client Preference for LLMs

Feijie Wu, Haoyu Wang, Jing Gao, Lu Su, Xiaoze Liu, Xingchen Wang

arxiv:2407.03038 v3 · 2024-07-03 · cs.CL · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LZVGL7G6L6BEWFH5JTH6ZLIPLU}

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

QSplitFL: Capability Aware Deep Q-Learning for Optimal Split Point Selection in Split Federated Learning

Federated Variational Preference Alignment with Gumbel-Softmax Prior for Personalized User Preferences

Receipt and verification

First computed	2026-07-05T10:46:19.709949Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e6a65fcde5f824b14fd4ccfecad0f5d21797a508f57574de89b0c45e7eb8170

Aliases

arxiv: 2407.03038 · arxiv_version: 2407.03038v3 · doi: 10.48550/arxiv.2407.03038 · pith_short_12: LZVGL7G6L6BE · pith_short_16: LZVGL7G6L6BEWFH5 · pith_short_8: LZVGL7G6

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/LZVGL7G6L6BEWFH5JTH6ZLIPLU \
  | 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: 5e6a65fcde5f824b14fd4ccfecad0f5d21797a508f57574de89b0c45e7eb8170

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6ae028259c22654ce63f9b8c3ab7bdf5fe9ff678257fa94e5452b8b684513f6",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-03T12:02:24Z",
    "title_canon_sha256": "bb1455013b54007c8ba787874af3b059a21204281d4910493ae7bb39c6021b9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03038",
    "kind": "arxiv",
    "version": 3
  }
}