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Pith Number

pith:TJ7G7O7H

pith:2023:TJ7G7O7H7LMAQVQUZ2DS7W5YLT
not attested not anchored not stored refs pending

Fine-Tuning Language Models with Advantage-Induced Policy Alignment

Banghua Zhu, Chenguang Zhu, Felipe Vieira Frujeri, Hiteshi Sharma, Jiantao Jiao, Michael I. Jordan, Shi Dong

arxiv:2306.02231 v3 · 2023-06-04 · cs.CL · cs.AI · cs.LG · cs.SY · eess.SY

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\usepackage{pith}
\pithnumber{TJ7G7O7H7LMAQVQUZ2DS7W5YLT}

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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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T07:08:28.709170Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9a7e6fbbe7fad8085614ce872fdbb85cc0bb93639f5360d9cd1cf3ed508c0093

Aliases

arxiv: 2306.02231 · arxiv_version: 2306.02231v3 · doi: 10.48550/arxiv.2306.02231 · pith_short_12: TJ7G7O7H7LMA · pith_short_16: TJ7G7O7H7LMAQVQU · pith_short_8: TJ7G7O7H
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TJ7G7O7H7LMAQVQUZ2DS7W5YLT \
  | 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: 9a7e6fbbe7fad8085614ce872fdbb85cc0bb93639f5360d9cd1cf3ed508c0093
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9f4291b82ba4cefd32cb62da4f94894317be1d7a6384a7ac2fb1f952e33bb6d4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-04T01:59:40Z",
    "title_canon_sha256": "39923e9a8e3b60d94aea3ceba26b31bcf489b283f5db2f3d2a0c24c239b220f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.02231",
    "kind": "arxiv",
    "version": 3
  }
}