Pith Number

pith:VPXEM6ES

pith:2024:VPXEM6ESZOGQ25HZXNT2Q2YQZ3

not attested not anchored not stored refs pending

Provable Multi-Party Reinforcement Learning with Diverse Human Feedback

Huiying Zhong, Linjun Zhang, Weijie J. Su, Zhiwei Steven Wu, Zhun Deng

arxiv:2403.05006 v1 · 2024-03-08 · cs.LG · cs.AI · stat.ME · 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{VPXEM6ESZOGQ25HZXNT2Q2YQZ3}

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

Reinforcement Learning from Human Feedback: A Statistical Perspective

Receipt and verification

First computed	2026-07-05T07:53:37.089401Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abee467892cb8d0d74f9bb67a86b10ceeffd8e8e430d775e166d757aa19e3c3c

Aliases

arxiv: 2403.05006 · arxiv_version: 2403.05006v1 · doi: 10.48550/arxiv.2403.05006 · pith_short_12: VPXEM6ESZOGQ · pith_short_16: VPXEM6ESZOGQ25HZ · pith_short_8: VPXEM6ES

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/VPXEM6ESZOGQ25HZXNT2Q2YQZ3 \
  | 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: abee467892cb8d0d74f9bb67a86b10ceeffd8e8e430d775e166d757aa19e3c3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ededc216722f56f11acc847d7cf6147e8baf5e965e2eecb840d43d66c5d641c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-08T03:05:11Z",
    "title_canon_sha256": "cda025dc2b254b0d772c92ae3c957b474445365ca095908d0f4e4e58eef68ed4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.05006",
    "kind": "arxiv",
    "version": 1
  }
}