Pith Number

pith:GVBNVF6N

pith:2021:GVBNVF6NR2LQTFS6AX4SJC3B77

not attested not anchored not stored refs pending

Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage

Masatoshi Uehara, Wen Sun

arxiv:2107.06226 v4 · 2021-07-13 · 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{GVBNVF6NR2LQTFS6AX4SJC3B77}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

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

Provably Efficient Offline-to-Online Value Adaptation with General Function Approximation

On the Optimal Sample Complexity of Offline Multi-Armed Bandits with KL Regularization

Receipt and verification

First computed	2026-07-05T05:31:43.496290Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3542da97cd8e9709965e05f9248b61ffd5003761809d57500f3229751f3b1b61

Aliases

arxiv: 2107.06226 · arxiv_version: 2107.06226v4 · doi: 10.48550/arxiv.2107.06226 · pith_short_12: GVBNVF6NR2LQ · pith_short_16: GVBNVF6NR2LQTFS6 · pith_short_8: GVBNVF6N

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/GVBNVF6NR2LQTFS6AX4SJC3B77 \
  | 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: 3542da97cd8e9709965e05f9248b61ffd5003761809d57500f3229751f3b1b61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c17b90535a1d5596ad70442be816d6c10a666ca52c842da0d2df792d35583198",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-13T16:30:01Z",
    "title_canon_sha256": "1ad5975ac1dd48f38055a8ccfb6d45d4c5a7be5199d075418ce7cd739d6fda37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.06226",
    "kind": "arxiv",
    "version": 4
  }
}