Pith Number

pith:AMZMB3GB

pith:2024:AMZMB3GBDRGDGCP3XO6V6L5NHE

not attested not anchored not stored refs pending

Towards Optimal Feature-Shaping Methods for Out-of-Distribution Detection

Akshay Asthana, Kartik Gupta, Liang Zheng, Ming Xu, Qinyu Zhao, Stephen Gould

arxiv:2402.00865 v1 · 2024-02-01 · cs.CV · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AMZMB3GBDRGDGCP3XO6V6L5NHE}

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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

1 paper in Pith

An Information-Theoretic Framework for Feature Construction in Out-of-Distribution Detection

Receipt and verification

First computed	2026-07-05T07:40:18.483499Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0332c0ecc11c4c3309fbbbbd5f2fad3923376f61c3394dc4d64757f2045aa91e

Aliases

arxiv: 2402.00865 · arxiv_version: 2402.00865v1 · doi: 10.48550/arxiv.2402.00865 · pith_short_12: AMZMB3GBDRGD · pith_short_16: AMZMB3GBDRGDGCP3 · pith_short_8: AMZMB3GB

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/AMZMB3GBDRGDGCP3XO6V6L5NHE \
  | 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: 0332c0ecc11c4c3309fbbbbd5f2fad3923376f61c3394dc4d64757f2045aa91e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20b41bb08344b4ac432e75cdc13d423a1d361317b207e457259c4db6f1e2538a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-01T18:59:22Z",
    "title_canon_sha256": "ec87456fa9287390018b9dd6f7097a5a626e94669a0f1da531207382481f247b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00865",
    "kind": "arxiv",
    "version": 1
  }
}