Pith Number

pith:GSCN5GDX

pith:2020:GSCN5GDX4WMLVYBMNRVVRLYPQT

not attested not anchored not stored refs pending

Causally Correct Partial Models for Reinforcement Learning

Danilo J. Rezende, Fabio Viola, Frederic Besse, George Papamakarios, Hamza Merzic, Ioannis Antonoglou, Ivo Danihelka, Jane Wang, Jovana Mitrovic, Karol Gregor, Lars Buesing, Nan Rosemary Ke, Ray Jiang, Theophane Weber

arxiv:2002.02836 v1 · 2020-02-07 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{GSCN5GDX4WMLVYBMNRVVRLYPQT}

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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

Parameter Estimation using Reinforcement Learning Causal Curiosity: Limits and Challenges

Receipt and verification

First computed	2026-07-05T00:38:59.807002Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3484de9877e598bae02c6c6b58af0f84dcd3f2c7cb0c153c68fa6de3c7895653

Aliases

arxiv: 2002.02836 · arxiv_version: 2002.02836v1 · doi: 10.48550/arxiv.2002.02836 · pith_short_12: GSCN5GDX4WML · pith_short_16: GSCN5GDX4WMLVYBM · pith_short_8: GSCN5GDX

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/GSCN5GDX4WMLVYBMNRVVRLYPQT \
  | 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: 3484de9877e598bae02c6c6b58af0f84dcd3f2c7cb0c153c68fa6de3c7895653

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20faecc573666ebc79e154eb5393172ec37a5b06dac15b2278c7d0881d576f54",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-07T15:18:15Z",
    "title_canon_sha256": "0f0dcd5f6dec0a0f97c3d5eb3df5218b73ed6613becd8de654a7e77a9afe41ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.02836",
    "kind": "arxiv",
    "version": 1
  }
}