Pith Number

pith:6H4U5YG5

pith:2019:6H4U5YG54QTXKQPTMUBYDI625J

not attested not anchored not stored refs pending

Calibrated Model-Based Deep Reinforcement Learning

Ali Malik, Danny Nemer, Harlan Seymour, Jiaming Song, Stefano Ermon, Volodymyr Kuleshov

arxiv:1906.08312 v1 · 2019-06-19 · 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{6H4U5YG54QTXKQPTMUBYDI625J}

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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

Optimistic Policy Learning under Pessimistic Adversaries with Regret and Violation Guarantees

Receipt and verification

First computed	2026-05-17T23:42:52.844039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1f94ee0dde4277541f3650381a3daea52eb74d625d49abd5c5298715e653394

Aliases

arxiv: 1906.08312 · arxiv_version: 1906.08312v1 · doi: 10.48550/arxiv.1906.08312 · pith_short_12: 6H4U5YG54QTX · pith_short_16: 6H4U5YG54QTXKQPT · pith_short_8: 6H4U5YG5

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/6H4U5YG54QTXKQPTMUBYDI625J \
  | 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: f1f94ee0dde4277541f3650381a3daea52eb74d625d49abd5c5298715e653394

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71e09aa15d597126d8f458d0510c67a94efda040a60d87a94032c8127c0d3bd3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-19T19:10:26Z",
    "title_canon_sha256": "1ae8467201e59f8d20f11ca6a7afa61aca7c658b7c797a35ef293066f82fc2fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.08312",
    "kind": "arxiv",
    "version": 1
  }
}