Pith Number

pith:3QOXZ4BQ

pith:2024:3QOXZ4BQBXZEZSFX25YRBQ7KKR

not attested not anchored not stored refs pending

Offline Regularised Reinforcement Learning for Large Language Models Alignment

Aliaksei Severyn, Bernardo Avila Pires, Bilal Piot, Daniele Calandriello, Daniel Guo, Eugene Tarassov, Gil Shamir, Jonathan Mallinson, Lior Shani, Lucas Spangher, Mohammad Gheshlaghi Azar, Pierre Harvey Richemond, Rafael Rafailov, Remi Munos, Rishabh Joshi, Tianqi Liu, Will Ellsworth, Yunhao Tang

arxiv:2405.19107 v1 · 2024-05-29 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3QOXZ4BQBXZEZSFX25YRBQ7KKR}

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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

6 papers in Pith

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Trust Region On-Policy Distillation

UNA: A Unified Supervised Framework for Efficient LLM Alignment Across Feedback Types

rePIRL: Learn PRM with Inverse RL for LLM Reasoning

Autoregressive Language Models are Secretly Energy-Based Models: Insights into the Lookahead Capabilities of Next-Token Prediction

Receipt and verification

First computed	2026-07-05T08:24:47.994059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc1d7cf0300df24cc8b7d77110c3ea547af089f65b0a5b9c677693a7a59262b0

Aliases

arxiv: 2405.19107 · arxiv_version: 2405.19107v1 · doi: 10.48550/arxiv.2405.19107 · pith_short_12: 3QOXZ4BQBXZE · pith_short_16: 3QOXZ4BQBXZEZSFX · pith_short_8: 3QOXZ4BQ

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/3QOXZ4BQBXZEZSFX25YRBQ7KKR \
  | 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: dc1d7cf0300df24cc8b7d77110c3ea547af089f65b0a5b9c677693a7a59262b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "004025d79f6453aaab78db2e6e36fe5bacf1cf4a43185844e3b4539dd4c28853",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-29T14:11:29Z",
    "title_canon_sha256": "a6331ee315f03d7d4b7c88e28046509d55bd2c95b0aec8245c064ba245fd3681"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.19107",
    "kind": "arxiv",
    "version": 1
  }
}