Pith Number

pith:GEYNSAO2

pith:2022:GEYNSAO2EJ3T6Z5Q2NVV7HTIPH

not attested not anchored not stored refs pending

Distributionally Robust Model-Based Offline Reinforcement Learning with Near-Optimal Sample Complexity

Laixi Shi, Yuejie Chi

arxiv:2208.05767 v4 · 2022-08-11 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GEYNSAO2EJ3T6Z5Q2NVV7HTIPH}

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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

DVPO: Distributional Value Modeling-based Policy Optimization for LLM Post-Training

Taming the Curses of Multiagency in Robust Markov Games with Large State Space through Linear Function Approximation

Receipt and verification

First computed	2026-07-05T07:28:42.914464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3130d901da22773f67b0d36b5f9e6879df8cfe55c0b9cb5b93a79b6a9ff17d0b

Aliases

arxiv: 2208.05767 · arxiv_version: 2208.05767v4 · doi: 10.48550/arxiv.2208.05767 · pith_short_12: GEYNSAO2EJ3T · pith_short_16: GEYNSAO2EJ3T6Z5Q · pith_short_8: GEYNSAO2

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/GEYNSAO2EJ3T6Z5Q2NVV7HTIPH \
  | 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: 3130d901da22773f67b0d36b5f9e6879df8cfe55c0b9cb5b93a79b6a9ff17d0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d69475617471c7cf016acfd7d7dddfa9b6a1b713f68b14053216aa5d8a864f0f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-11T11:55:31Z",
    "title_canon_sha256": "be2615891789dcd7a1a5f85cbabfb86e8aef048e7a5744bca1d04bde07d9a3f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.05767",
    "kind": "arxiv",
    "version": 4
  }
}