Pith Number

pith:AIX26NJO

pith:2021:AIX26NJOMCU5362U4VFLJDH4O4

not attested not anchored not stored refs pending

Autoregressive Dynamics Models for Offline Policy Evaluation and Optimization

Cosmin Paduraru, George Tucker, Michael R. Zhang, Mohammad Norouzi, Ofir Nachum, Tom Le Paine, Ziyu Wang

arxiv:2104.13877 v1 · 2021-04-28 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{AIX26NJOMCU5362U4VFLJDH4O4}

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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

Regularized Offline Policy Optimization with Posterior Hybrid Bayesian Belief

Receipt and verification

First computed	2026-07-05T02:36:05.107639Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

022faf352e60a9ddfb54e54ab48cfc77279c084003c2fbb153283d939cbdf9f9

Aliases

arxiv: 2104.13877 · arxiv_version: 2104.13877v1 · doi: 10.48550/arxiv.2104.13877 · pith_short_12: AIX26NJOMCU5 · pith_short_16: AIX26NJOMCU5362U · pith_short_8: AIX26NJO

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/AIX26NJOMCU5362U4VFLJDH4O4 \
  | 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: 022faf352e60a9ddfb54e54ab48cfc77279c084003c2fbb153283d939cbdf9f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cd7963b6d307ceb5f97e0bfeef5f293025519456cb468b6a4aecf7aeaf7a5ae",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-28T16:48:44Z",
    "title_canon_sha256": "026b9c70b467feb1fc3a6990504e8b0c201a22cc70605a9fe306b5402d582d62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.13877",
    "kind": "arxiv",
    "version": 1
  }
}