Pith Number

pith:3JMJWM3K

pith:2024:3JMJWM3KAJFBQQ7J5W2GXZ6NCI

not attested not anchored not stored refs pending

Rethinking Out-of-Distribution Detection for Reinforcement Learning: Advancing Methods for Evaluation and Detection

Christian Schroeder de Witt, Jakob Foerster, Kai Sandbrink, Linas Nasvytis, Tim Franzmeyer

arxiv:2404.07099 v1 · 2024-04-10 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{3JMJWM3KAJFBQQ7J5W2GXZ6NCI}

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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

2 papers in Pith

Mahalanobis-Guided Latent OOD Detection for Hybrid ES-DRL Control in Time-Varying Systems

Detecting is Easy, Adapting is Hard: Local Expert Growth for Visual Model-Based Reinforcement Learning under Distribution Shift

Receipt and verification

First computed	2026-07-05T08:06:35.233175Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da589b336a024a1843e9edb46be7cd121e38c83bece0db7b9565c3b238544982

Aliases

arxiv: 2404.07099 · arxiv_version: 2404.07099v1 · doi: 10.48550/arxiv.2404.07099 · pith_short_12: 3JMJWM3KAJFB · pith_short_16: 3JMJWM3KAJFBQQ7J · pith_short_8: 3JMJWM3K

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/3JMJWM3KAJFBQQ7J5W2GXZ6NCI \
  | 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: da589b336a024a1843e9edb46be7cd121e38c83bece0db7b9565c3b238544982

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "059f3bc78243870f9ec173b8c6c7dc5261e36ccd4665ff877b119c9857c3d6ca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-10T15:39:49Z",
    "title_canon_sha256": "61b542263ff7810f615f2fe1f9c79826d64b67ee1e10552233cde5a439852e89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07099",
    "kind": "arxiv",
    "version": 1
  }
}