Pith Number

pith:ZG3PB2WW

pith:2024:ZG3PB2WWP3WQCSD57TMYPLXB27

not attested not anchored not stored refs pending

Exploration-Driven Policy Optimization in RLHF: Theoretical Insights on Efficient Data Utilization

Anna Winnicki, Gal Dalal, R. Srikant, Shie Mannor, Yihan Du

arxiv:2402.10342 v2 · 2024-02-15 · 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{ZG3PB2WWP3WQCSD57TMYPLXB27}

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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

Online Reward-Punishment Learning from Fixed-Channel Perceptual Event Streams without Environment Rewards

Corruption-Tolerant Asynchronous Q-Learning with Near-Optimal Rates

Distributed Zeroth-Order Policy Gradient for Networked Multi-agent Reinforcement Learning from Human Feedback

Policy Gradient Primal-Dual Method for Safe Reinforcement Learning from Human Feedback

Receipt and verification

First computed	2026-07-05T08:43:53.233685Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9b6f0ead67eed01487dfcd987aee1d7fff42b4373ce1ddc5d4808604977ff3b

Aliases

arxiv: 2402.10342 · arxiv_version: 2402.10342v2 · doi: 10.48550/arxiv.2402.10342 · pith_short_12: ZG3PB2WWP3WQ · pith_short_16: ZG3PB2WWP3WQCSD5 · pith_short_8: ZG3PB2WW

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/ZG3PB2WWP3WQCSD57TMYPLXB27 \
  | 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: c9b6f0ead67eed01487dfcd987aee1d7fff42b4373ce1ddc5d4808604977ff3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3c50aed247563754a0d03e4b3e7804edab177502ce3f82a4f11b5ecfe548785",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-15T22:11:18Z",
    "title_canon_sha256": "2d4818253cdc937f683b3b3d7fd5b1a654b6d79bf601a9761f6c20f826ef2ddc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10342",
    "kind": "arxiv",
    "version": 2
  }
}