Pith Number

pith:26JCT2SV

pith:2021:26JCT2SVWZCVORUYYJRGGAY3CM

not attested not anchored not stored refs pending

Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation

Evgenii Nikishin, Pierre-Luc Bacon, Rishabh Agarwal, Romina Abachi

arxiv:2106.03273 v1 · 2021-06-06 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{26JCT2SVWZCVORUYYJRGGAY3CM}

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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

Calibrated Value-Aware Model Learning with Probabilistic Environment Models

Receipt and verification

First computed	2026-07-05T02:46:48.070408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d79229ea55b645574698c26263031b131ec90fbcf17215de8d432935caeaec14

Aliases

arxiv: 2106.03273 · arxiv_version: 2106.03273v1 · doi: 10.48550/arxiv.2106.03273 · pith_short_12: 26JCT2SVWZCV · pith_short_16: 26JCT2SVWZCVORUY · pith_short_8: 26JCT2SV

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/26JCT2SVWZCVORUYYJRGGAY3CM \
  | 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: d79229ea55b645574698c26263031b131ec90fbcf17215de8d432935caeaec14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5de29857ff7a0954964a8bfc8e72676a05313bb86e7fbb856da98f4138f3983",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-06T23:15:49Z",
    "title_canon_sha256": "7032e2b503101f5203394ae2ab49dbb64ac098b598dbb942ea64d7e9e5c6d024"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03273",
    "kind": "arxiv",
    "version": 1
  }
}