Pith Number

pith:XACSTDTX

pith:2019:XACSTDTX6TXHZ3X7BQGEPDRP2J

not attested not anchored not stored refs pending

Detecting Out-of-Distribution Inputs in Deep Neural Networks Using an Early-Layer Output

Buu Phan, Krzysztof Czarnecki, Rick Salay, Sachin Vernekar, Taylor Denounden, Vahdat Abdelzad

arxiv:1910.10307 v1 · 2019-10-23 · cs.LG · 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{XACSTDTX6TXHZ3X7BQGEPDRP2J}

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	2026-07-05T00:14:23.715716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b805298e77f4ee7ceeff0c0c478e2fd25872e44da5fb98e5a3670a66289a7b72

Aliases

arxiv: 1910.10307 · arxiv_version: 1910.10307v1 · doi: 10.48550/arxiv.1910.10307 · pith_short_12: XACSTDTX6TXH · pith_short_16: XACSTDTX6TXHZ3X7 · pith_short_8: XACSTDTX

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/XACSTDTX6TXHZ3X7BQGEPDRP2J \
  | 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: b805298e77f4ee7ceeff0c0c478e2fd25872e44da5fb98e5a3670a66289a7b72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06d5de9f3c887284ba0d2443060ff7d5ba31ca518d90cfca2ba5e79d255f43f4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-23T01:27:48Z",
    "title_canon_sha256": "d6de6ba5c0e86944ac523bd9076ec02e25ed793085b18a23da5fca1e66a22f8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.10307",
    "kind": "arxiv",
    "version": 1
  }
}