Pith Number

pith:KRNSQT3K

pith:2022:KRNSQT3KGOZU5HCQDMQ6EQP3DR

not attested not anchored not stored refs pending

KL-Entropy-Regularized RL with a Generative Model is Minimax Optimal

Csaba Szepesv\'ari, Jincheng Mei, Matthieu Geist, Michal Valko, Mohammad Gheshlaghi Azar, Nino Vieillard, Olivier Pietquin, Pierre M\'enard, R\'emi Munos, Tadashi Kozuno, Toshinori Kitamura, Wenhao Yang, Yunhao Tang

arxiv:2205.14211 v1 · 2022-05-27 · cs.LG · cs.AI · 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{KRNSQT3KGOZU5HCQDMQ6EQP3DR}

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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	2026-07-05T04:27:15.101547Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

545b284f6a33b34e9c501b21e241fb1c78babf5b8167d6177600bd1074b4cdc6

Aliases

arxiv: 2205.14211 · arxiv_version: 2205.14211v1 · doi: 10.48550/arxiv.2205.14211 · pith_short_12: KRNSQT3KGOZU · pith_short_16: KRNSQT3KGOZU5HCQ · pith_short_8: KRNSQT3K

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/KRNSQT3KGOZU5HCQDMQ6EQP3DR \
  | 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: 545b284f6a33b34e9c501b21e241fb1c78babf5b8167d6177600bd1074b4cdc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e24d3bd2819aadd2e961f11695e5a71ef60f951b88f29eaa833cad166d82727c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-27T19:39:24Z",
    "title_canon_sha256": "cb6ea5349fd5f2689aa6051266a82d666e74c0c0777b1a70b09007b42bac655d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14211",
    "kind": "arxiv",
    "version": 1
  }
}