Pith Number

pith:MUC5MPVQ

pith:2020:MUC5MPVQRMB3L5AHNMCEZBMW2X

not attested not anchored not stored refs pending

Likelihood Regret: An Out-of-Distribution Detection Score For Variational Auto-encoder

Qing Yan, Yali Amit, Zhisheng Xiao

arxiv:2003.02977 v3 · 2020-03-06 · cs.LG · cs.CV · 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{MUC5MPVQRMB3L5AHNMCEZBMW2X}

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	2026-07-05T01:41:51.231261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6505d63eb08b03b5f4076b044c8596d5e3f3427ef17fd75661926a002229dab4

Aliases

arxiv: 2003.02977 · arxiv_version: 2003.02977v3 · doi: 10.48550/arxiv.2003.02977 · pith_short_12: MUC5MPVQRMB3 · pith_short_16: MUC5MPVQRMB3L5AH · pith_short_8: MUC5MPVQ

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/MUC5MPVQRMB3L5AHNMCEZBMW2X \
  | 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: 6505d63eb08b03b5f4076b044c8596d5e3f3427ef17fd75661926a002229dab4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "680969f9291f99b549412137334763237ce56284bba2f6cd87dbef0e82f124f2",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-06T00:30:38Z",
    "title_canon_sha256": "428ebbda844a561b6c9371ae1a50496c982e90e95881acc1a13626f4100f6133"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.02977",
    "kind": "arxiv",
    "version": 3
  }
}