Pith Number

pith:JDNN2EOB

pith:2019:JDNN2EOBRAYCY4S5YE5GQQWCYV

not attested not anchored not stored refs pending

Uncertainty-Based Out-of-Distribution Classification in Deep Reinforcement Learning

Andreas Sedlmeier, Claudia Linnhoff-Popien, Lenz Belzner, Thomas Gabor, Thomy Phan

arxiv:2001.00496 v1 · 2019-12-31 · cs.LG · cs.AI · 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{JDNN2EOBRAYCY4S5YE5GQQWCYV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T00:55:30.104917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48dadd11c188302c725dc13a6842c2c560efd426c7f49f92bafa7b375ce97ad9

Aliases

arxiv: 2001.00496 · arxiv_version: 2001.00496v1 · doi: 10.48550/arxiv.2001.00496 · pith_short_12: JDNN2EOBRAYC · pith_short_16: JDNN2EOBRAYCY4S5 · pith_short_8: JDNN2EOB

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/JDNN2EOBRAYCY4S5YE5GQQWCYV \
  | 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: 48dadd11c188302c725dc13a6842c2c560efd426c7f49f92bafa7b375ce97ad9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9455f6669ff5349d0104b06708d3122fa840872d3e3ea51cb7507495c7f17bde",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-31T09:52:49Z",
    "title_canon_sha256": "dfc86b130f4b5ba9b9ec87cb57cc4de060444c264f08b3e154dd29766f00c9c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.00496",
    "kind": "arxiv",
    "version": 1
  }
}