Pith Number

pith:LKFVPNA2

pith:2019:LKFVPNA26NFLQX6VEJTULACEAO

not attested not anchored not stored refs pending

Likelihood Ratios for Out-of-Distribution Detection

Balaji Lakshminarayanan, Emily Fertig, Jasper Snoek, Jie Ren, Joshua V. Dillon, Mark A. DePristo, Peter J. Liu, Ryan Poplin

arxiv:1906.02845 v2 · 2019-06-07 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LKFVPNA26NFLQX6VEJTULACEAO}

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.

Cited by

1 paper in Pith

Surviving the Unseen: Predictive Defense for Novel Multi-Turn Multimodal Attacks

Receipt and verification

First computed	2026-07-05T00:24:17.668900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a8b57b41af34ab85fd522674580440381761c8e4a7a8cad1f0e5eeee6ed2e1b

Aliases

arxiv: 1906.02845 · arxiv_version: 1906.02845v2 · doi: 10.48550/arxiv.1906.02845 · pith_short_12: LKFVPNA26NFL · pith_short_16: LKFVPNA26NFLQX6V · pith_short_8: LKFVPNA2

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/LKFVPNA26NFLQX6VEJTULACEAO \
  | 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: 5a8b57b41af34ab85fd522674580440381761c8e4a7a8cad1f0e5eeee6ed2e1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f755ad2a4584086deed3531a56d07b264ba73168a856aa75f03b13eef23512dc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-06-07T00:01:42Z",
    "title_canon_sha256": "63f4563e159e18d6b123a983458f1f5fc01911e1d65c2f2bf4329e3abaed50a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.02845",
    "kind": "arxiv",
    "version": 2
  }
}