Pith Number

pith:TYK2OGEG

pith:2024:TYK2OGEGBOLWX2D7E3JGHONR5P

not attested not anchored not stored refs pending

Accelerated Preference Optimization for Large Language Model Alignment

Huizhuo Yuan, Jiafan He, Quanquan Gu

arxiv:2410.06293 v1 · 2024-10-08 · 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{TYK2OGEGBOLWX2D7E3JGHONR5P}

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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

1 paper in Pith

Leveraging Sparsity for Sample-Efficient Preference Learning: A Theoretical Perspective

Receipt and verification

First computed	2026-07-05T09:17:59.446887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e15a718860b976be87f26d263b9b1ebca61826f7220aa1fe76c49aa41e9ef5d

Aliases

arxiv: 2410.06293 · arxiv_version: 2410.06293v1 · doi: 10.48550/arxiv.2410.06293 · pith_short_12: TYK2OGEGBOLW · pith_short_16: TYK2OGEGBOLWX2D7 · pith_short_8: TYK2OGEG

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/TYK2OGEGBOLWX2D7E3JGHONR5P \
  | 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: 9e15a718860b976be87f26d263b9b1ebca61826f7220aa1fe76c49aa41e9ef5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06803fbe586290439e3817e60c973948025ffa0a67e5029adf51a3166c271e7d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T18:51:01Z",
    "title_canon_sha256": "db6d0f55d27d4516c1526ae20399beadfe1d8d90c0ef9d533291b9c2b6da9682"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06293",
    "kind": "arxiv",
    "version": 1
  }
}