Pith Number

pith:RJIXMJEU

pith:2024:RJIXMJEUFJPRPSAO6YC4TQZ6GM

not attested not anchored not stored refs pending

Optimal Design for Reward Modeling in RLHF

Alain Durmus, Antoine Scheid, Eric Moulines, Etienne Boursier, Michael I. Jordan, Michal Valko, Pierre M\'enard

arxiv:2410.17055 v2 · 2024-10-22 · 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{RJIXMJEUFJPRPSAO6YC4TQZ6GM}

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

4 papers in Pith

Which Pairs to Compare for LLM Post-Training?

How Neural Reward Models Learn Features for Policy Optimization: A Single-Index Analysis

Goal-Conditioned Supervised Learning for LLM Fine-Tuning

Reinforcement Learning from Human Feedback: A Statistical Perspective

Receipt and verification

First computed	2026-07-05T09:24:40.110452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a517624942a5f17c80ef605c9c33e332df346a09bb303512d92a3bed40462cc

Aliases

arxiv: 2410.17055 · arxiv_version: 2410.17055v2 · doi: 10.48550/arxiv.2410.17055 · pith_short_12: RJIXMJEUFJPR · pith_short_16: RJIXMJEUFJPRPSAO · pith_short_8: RJIXMJEU

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/RJIXMJEUFJPRPSAO6YC4TQZ6GM \
  | 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: 8a517624942a5f17c80ef605c9c33e332df346a09bb303512d92a3bed40462cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b28aa9edb653f14e7879d00bcb8df19598433e1749408c666c8b52dfe8ddbd5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-22T14:36:44Z",
    "title_canon_sha256": "22d4441c1210c0070219f7d76b17c1a53d85330e1b57e122d1f095ea230dda7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17055",
    "kind": "arxiv",
    "version": 2
  }
}