Pith Number

pith:UZN5EQEY

pith:2022:UZN5EQEY6VVWQUPR2KIXHWITI5

not attested not anchored not stored refs pending

Optimal Conservative Offline RL with General Function Approximation via Augmented Lagrangian

Hanlin Zhu, Jiantao Jiao, Kunhe Yang, Paria Rashidinejad, Stuart Russell

arxiv:2211.00716 v1 · 2022-11-01 · cs.LG · cs.AI · math.OC · math.ST · stat.ML · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UZN5EQEY6VVWQUPR2KIXHWITI5}

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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

Offline Constrained Reinforcement Learning under Partial Data Coverage

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

Receipt and verification

First computed	2026-07-05T05:12:33.497888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a65bd24098f56b6851f1d29173d913474582281dda680284d0b9493bf6a4b3ae

Aliases

arxiv: 2211.00716 · arxiv_version: 2211.00716v1 · doi: 10.48550/arxiv.2211.00716 · pith_short_12: UZN5EQEY6VVW · pith_short_16: UZN5EQEY6VVWQUPR · pith_short_8: UZN5EQEY

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/UZN5EQEY6VVWQUPR2KIXHWITI5 \
  | 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: a65bd24098f56b6851f1d29173d913474582281dda680284d0b9493bf6a4b3ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebc011000c8b9261a40013c733def174f8d870dc38b51cb2df55e67f6b82770e",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-01T19:28:48Z",
    "title_canon_sha256": "2b9f4452aabb131cf0012dcae68286685cbe4575997f4d04d6a377d4bf53e72c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00716",
    "kind": "arxiv",
    "version": 1
  }
}