Pith Number

pith:OLLSZ7XG

pith:2019:OLLSZ7XGEAATCVN5WUCUICS7QE

not attested not anchored not stored refs pending

Estimating Risk and Uncertainty in Deep Reinforcement Learning

Bastien Van Delft, Beno\^it-Marie Robaglia, Reda Bahi Slaoui, S\'ebastien Toth, William R. Clements

arxiv:1905.09638 v5 · 2019-05-23 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{OLLSZ7XGEAATCVN5WUCUICS7QE}

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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

4 papers in Pith

Scenario Generation for Risk-Aware Reinforcement Learning with Probably Approximately Safe Guarantees

RE-SAC: Disentangling aleatoric and epistemic risks in bus fleet control: A stable and robust ensemble DRL approach

MINT: Minimal Information Neuro-Symbolic Tree for Objective-Driven Knowledge-Gap Reasoning and Active Elicitation

Neural Computers

Receipt and verification

First computed	2026-07-05T01:34:04.289208Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72d72cfee620013155bdb505440a5f81394d49857eaa22e96d7218b01c6656b0

Aliases

arxiv: 1905.09638 · arxiv_version: 1905.09638v5 · doi: 10.48550/arxiv.1905.09638 · pith_short_12: OLLSZ7XGEAAT · pith_short_16: OLLSZ7XGEAATCVN5 · pith_short_8: OLLSZ7XG

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/OLLSZ7XGEAATCVN5WUCUICS7QE \
  | 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: 72d72cfee620013155bdb505440a5f81394d49857eaa22e96d7218b01c6656b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd8bccf20526d091a86bec05bb80b829636065b8705166eddb910cf0f2cebd04",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-23T13:13:56Z",
    "title_canon_sha256": "4ca7505cb1f000cc2b05b6acaab38f1eabd728d06bd03d099f390910c1d2d860"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.09638",
    "kind": "arxiv",
    "version": 5
  }
}