Pith Number

pith:SODHEMVZ

pith:2022:SODHEMVZWW5R5X7S7FSTJMK6JL

not attested not anchored not stored refs pending

Extremely Simple Activation Shaping for Out-of-Distribution Detection

Andrija Djurisic, Arjun Ashok, Nebojsa Bozanic, Rosanne Liu

arxiv:2209.09858 v2 · 2022-09-20 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SODHEMVZWW5R5X7S7FSTJMK6JL}

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

5 papers in Pith

Learning Hyperspherical Time-Frequency Representations for Time-Series Out-of-Distribution Detection

LFA: Layer Feature Attention for Run-Time Introspection of 2D Object Detectors in Automated Driving

ConjNorm: Tractable Density Estimation for Out-of-Distribution Detection

Beyond Binary Out-of-Distribution Detection: Characterizing Distributional Shifts with Multi-Statistic Diffusion Trajectories

CURE-OOD: Benchmarking Out-of-Distribution Detection for Survival Prediction

Receipt and verification

First computed	2026-07-05T06:06:02.573602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93867232b9b5bb1edff2f96534b15e4ae031228f6a7a531fbd1532723d8d0aba

Aliases

arxiv: 2209.09858 · arxiv_version: 2209.09858v2 · doi: 10.48550/arxiv.2209.09858 · pith_short_12: SODHEMVZWW5R · pith_short_16: SODHEMVZWW5R5X7S · pith_short_8: SODHEMVZ

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/SODHEMVZWW5R5X7S7FSTJMK6JL \
  | 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: 93867232b9b5bb1edff2f96534b15e4ae031228f6a7a531fbd1532723d8d0aba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cfd5b17dfbd5f09fc556e3817783e28a2c9f1a3ff812d78ad5bb656d9c3776d2",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-20T17:09:49Z",
    "title_canon_sha256": "4d421b62b84f49b11d45d92b5b7ca1618a471df00157a9063cf891ecbfed640a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.09858",
    "kind": "arxiv",
    "version": 2
  }
}