Pith Number

pith:ED47JPLP

pith:2024:ED47JPLPYE7XWMI2AQHRTI2ZQY

not attested not anchored not stored refs pending

Human Alignment of Large Language Models through Online Preference Optimisation

Bernardo Avila Pires, Bilal Piot, Charline Le Lan, Daniele Calandriello, Daniel Guo, Mark Rowland, Michal Valko, Pierre Harvey Richemond, Remi Munos, Rishabh Joshi, Tianqi Liu, Yunhao Tang, Zeyu Zheng

arxiv:2403.08635 v1 · 2024-03-13 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{ED47JPLPYE7XWMI2AQHRTI2ZQY}

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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

Multiplayer Nash Preference Optimization

DataComp-LM: In search of the next generation of training sets for language models

Structure from Strategic Interaction & Uncertainty: Risk Sensitive Games for Robust Preference Learning

Receipt and verification

First computed	2026-07-05T07:55:41.633505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20f9f4bd6fc13f7b311a040f19a359863f575cde4bcbaf8ce95a7e34585591cc

Aliases

arxiv: 2403.08635 · arxiv_version: 2403.08635v1 · doi: 10.48550/arxiv.2403.08635 · pith_short_12: ED47JPLPYE7X · pith_short_16: ED47JPLPYE7XWMI2 · pith_short_8: ED47JPLP

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/ED47JPLPYE7XWMI2AQHRTI2ZQY \
  | 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: 20f9f4bd6fc13f7b311a040f19a359863f575cde4bcbaf8ce95a7e34585591cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78821c512b1de22f458ad2ee179b3ec8b8f6b8e65c3c6a6de5fb12db0fd1a1da",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-13T15:47:26Z",
    "title_canon_sha256": "a53968b4c102eed9f69dbed8ec54c3493188921817cee8b95c7c2b0a8db03c28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08635",
    "kind": "arxiv",
    "version": 1
  }
}