Pith Number

pith:UAPDLFDL

pith:2024:UAPDLFDL4QCR4EXNCYC3CF4NUL

not attested not anchored not stored refs pending

Sharp Analysis for KL-Regularized Contextual Bandits and RLHF

Chenlu Ye, Heyang Zhao, Quanquan Gu, Tong Zhang

arxiv:2411.04625 v2 · 2024-11-07 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{UAPDLFDL4QCR4EXNCYC3CF4NUL}

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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

Online KL-Regularized Reinforcement Learning with Function Approximation under Misspecification

Graph Dimensionality Reduction for Contextual Bandits: Structure-Specific Regret Bounds under Approximate Smoothness and Noisy Eigenspaces

$f$-Divergence Regularized RLHF: Two Tales of Sampling and Unified Analyses

Receipt and verification

First computed	2026-07-05T10:12:23.227785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a01e35946be4051e12ed1605b1178da2ee3cee02db8073a1a12212493406f621

Aliases

arxiv: 2411.04625 · arxiv_version: 2411.04625v2 · doi: 10.48550/arxiv.2411.04625 · pith_short_12: UAPDLFDL4QCR · pith_short_16: UAPDLFDL4QCR4EXN · pith_short_8: UAPDLFDL

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/UAPDLFDL4QCR4EXNCYC3CF4NUL \
  | 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: a01e35946be4051e12ed1605b1178da2ee3cee02db8073a1a12212493406f621

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56b79cdfa0be4add40f3fd7866573db00aa1c8962c7c1d132252550327ad1770",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-07T11:22:46Z",
    "title_canon_sha256": "84d09a0bdbd8484d9c1c6fe800673a9dc9992a2b9684449c41cd6ee8eb5805ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04625",
    "kind": "arxiv",
    "version": 2
  }
}