Pith Number

pith:L72V4I34

pith:2024:L72V4I34P6POZ6CZ4QZ6UFMOGW

not attested not anchored not stored refs pending

Dataset Reset Policy Optimization for RLHF

Dipendra Misra, Jason D. Lee, Jonathan D. Chang, Kiant\'e Brantley, Owen Oertell, Wenhao Zhan, Wen Sun

arxiv:2404.08495 v3 · 2024-04-12 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L72V4I34P6POZ6CZ4QZ6UFMOGW}

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

6 papers in Pith

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization

Reinforcement Learning from Rich Feedback with Distributional DAgger

Credit Assignment with Resets in Language Model Reasoning

Fast Rates for Offline Contextual Bandits with Forward-KL Regularization under Single-Policy Concentrability

Response Time Enhances Alignment with Heterogeneous Preferences

Receipt and verification

First computed	2026-07-05T08:08:41.512017Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ff55e237c7f9eecf859e433ea158e358bab18905bc2da16d838cbea48f2d927

Aliases

arxiv: 2404.08495 · arxiv_version: 2404.08495v3 · doi: 10.48550/arxiv.2404.08495 · pith_short_12: L72V4I34P6PO · pith_short_16: L72V4I34P6POZ6CZ · pith_short_8: L72V4I34

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/L72V4I34P6POZ6CZ4QZ6UFMOGW \
  | 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: 5ff55e237c7f9eecf859e433ea158e358bab18905bc2da16d838cbea48f2d927

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d8e0fe7c152ea10edda9d5e82c87427d50b60f0f76fd3b9e22fffc15ead9f52",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-12T14:25:49Z",
    "title_canon_sha256": "79d9dbeb2f642b0a817b8df4cb7ab1b2ec56e54d840f15c195d5b190e4dd8a48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.08495",
    "kind": "arxiv",
    "version": 3
  }
}