Pith Number

pith:NGTNLBIY

pith:2023:NGTNLBIYK5K32P5OG325CGX2XX

not attested not anchored not stored refs pending

Pessimistic Nonlinear Least-Squares Value Iteration for Offline Reinforcement Learning

Heyang Zhao, Jiafan He, Qiwei Di, Quanquan Gu

arxiv:2310.01380 v2 · 2023-10-02 · cs.LG · math.OC · 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{NGTNLBIYK5K32P5OG325CGX2XX}

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

Bellman Calibration for $V$-Learning in Offline Reinforcement Learning

Fitted $Q$ Evaluation Without Bellman Completeness via Stationary Weighting

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

Receipt and verification

First computed	2026-07-05T09:17:34.018552Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69a6d585185755bd3fae36f5d11afabdd387ba22404044c16589e8e638319d74

Aliases

arxiv: 2310.01380 · arxiv_version: 2310.01380v2 · doi: 10.48550/arxiv.2310.01380 · pith_short_12: NGTNLBIYK5K3 · pith_short_16: NGTNLBIYK5K32P5O · pith_short_8: NGTNLBIY

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/NGTNLBIYK5K32P5OG325CGX2XX \
  | 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: 69a6d585185755bd3fae36f5d11afabdd387ba22404044c16589e8e638319d74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e907370b45dce2c13d2c0010bb241722aea62eff6cd4cab0cc1bdbbca5f1d1f",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T17:42:01Z",
    "title_canon_sha256": "b68bdb41450ee2df2cb831adfa573f1cbae137f80fc31713b4d4b18accb38ac7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01380",
    "kind": "arxiv",
    "version": 2
  }
}