Pith Number

pith:HM2I5O7C

pith:2026:HM2I5O7COGN43GSKQLXQKA6YWY

not attested not anchored not stored refs pending

Provably Efficient Regularized Online RLHF with Generalized Bilinear Preferences

Chulhee Yun, Junghyun Lee, Kwang-Sung Jun, Minju Hong, Se-Young Yun

arxiv:2602.23116 v3 · 2026-02-26 · cs.LG · cs.GT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HM2I5O7COGN43GSKQLXQKA6YWY}

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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

2 papers in Pith

Efficient Exploration for Iterative Nash Preference Optimization

Fast Rates for Offline Contextual Bandits with Forward-KL Regularization under Single-Policy Concentrability

Receipt and verification

First computed	2026-06-19T16:09:55.504098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b348ebbe2719bcd9a4a82ef0503d8b6308f43e2446296ae96f9a86e4a019640

Aliases

arxiv: 2602.23116 · arxiv_version: 2602.23116v3 · doi: 10.48550/arxiv.2602.23116 · pith_short_12: HM2I5O7COGN4 · pith_short_16: HM2I5O7COGN43GSK · pith_short_8: HM2I5O7C

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/HM2I5O7COGN43GSKQLXQKA6YWY \
  | 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: 3b348ebbe2719bcd9a4a82ef0503d8b6308f43e2446296ae96f9a86e4a019640

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cf61f7f1ccb494aaf7540de7c71331e1ab287300e029f09c97e4bbbdc1c68f8",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-26T15:27:53Z",
    "title_canon_sha256": "fbce30e9959622478cdc51aa62610a02219f08da6e4cf961023cd2d960f41636"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.23116",
    "kind": "arxiv",
    "version": 3
  }
}