Pith Number

pith:ZNEFWMYS

pith:2019:ZNEFWMYSWZ4E4MRPJQC4ATK2EK

not attested not anchored not stored refs pending

Probabilistic Modeling of Deep Features for Out-of-Distribution and Adversarial Detection

Ibrahima Ndiour, Nilesh A. Ahuja, Omesh Tickoo, Trushant Kalyanpur

arxiv:1909.11786 v1 · 2019-09-25 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{ZNEFWMYSWZ4E4MRPJQC4ATK2EK}

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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

From Local Geometry to Global Pseudo Labeling for Robust Positive Unlabeled Learning under Covariate Shift

Anatomy of a failure: When, how, and why deep vision fails in scientific domains

Receipt and verification

First computed	2026-07-05T00:07:27.905485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb485b3312b6784e322f4c05c04d5a22a7d0939088318a4851afd3c9a316dad2

Aliases

arxiv: 1909.11786 · arxiv_version: 1909.11786v1 · doi: 10.48550/arxiv.1909.11786 · pith_short_12: ZNEFWMYSWZ4E · pith_short_16: ZNEFWMYSWZ4E4MRP · pith_short_8: ZNEFWMYS

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/ZNEFWMYSWZ4E4MRPJQC4ATK2EK \
  | 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: cb485b3312b6784e322f4c05c04d5a22a7d0939088318a4851afd3c9a316dad2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dcaead1986f599be2853f68ae65170f5fa3ca9784c1a9749fbc44184c7990864",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-09-25T21:41:56Z",
    "title_canon_sha256": "014e30bdfb10cf22d08281b18a3cfd393dc74b390867fb7122d68494b52aa480"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.11786",
    "kind": "arxiv",
    "version": 1
  }
}