Pith Number

pith:OMPS6PBO

pith:2024:OMPS6PBO4QV72K6MXI2HOBPI6M

not attested not anchored not stored refs pending

Offline Oracle-Efficient Learning for Contextual MDPs via Layerwise Exploration-Exploitation Tradeoff

David Simchi-Levi, Haichen Hu, Jian Qian

arxiv:2405.17796 v1 · 2024-05-28 · cs.LG · 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{OMPS6PBO4QV72K6MXI2HOBPI6M}

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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

1 paper in Pith

Model-Based Reinforcement Learning with Double Oracle Efficiency in Policy Optimization and Offline Estimation

Receipt and verification

First computed	2026-07-05T08:24:11.426806Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

731f2f3c2ee42bfd2bccba347705e8f321dbea5770868f5bd04d43fce7a94b6b

Aliases

arxiv: 2405.17796 · arxiv_version: 2405.17796v1 · doi: 10.48550/arxiv.2405.17796 · pith_short_12: OMPS6PBO4QV7 · pith_short_16: OMPS6PBO4QV72K6M · pith_short_8: OMPS6PBO

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/OMPS6PBO4QV72K6MXI2HOBPI6M \
  | 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: 731f2f3c2ee42bfd2bccba347705e8f321dbea5770868f5bd04d43fce7a94b6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f50657c9a57a0c050e8222d806ed68a6037af83c68475c33dd2e8a8922b0cf1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-28T03:47:41Z",
    "title_canon_sha256": "1ca8695cd5ba64f422ae5f994e8dd5a6c9c9e5fd3126a30a131014ba3be50f42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17796",
    "kind": "arxiv",
    "version": 1
  }
}