Pith Number

pith:L742ONVA

pith:2023:L742ONVATCIZBQO2RNPRIUNGPP

not attested not anchored not stored refs pending

An Ambiguity Measure for Recognizing the Unknowns in Deep Learning

Roozbeh Yousefzadeh

arxiv:2312.06077 v1 · 2023-12-11 · cs.LG · cs.AI · 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{L742ONVATCIZBQO2RNPRIUNGPP}

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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

Robust Ambiguity Detection (RAD) From Model- and Feature-Space Consistency

Receipt and verification

First computed	2026-07-05T07:22:38.207781Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ff9a736a0989190c1da8b5f1451a67bfc999786b97c74f88210e28faf63dc7d

Aliases

arxiv: 2312.06077 · arxiv_version: 2312.06077v1 · doi: 10.48550/arxiv.2312.06077 · pith_short_12: L742ONVATCIZ · pith_short_16: L742ONVATCIZBQO2 · pith_short_8: L742ONVA

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/L742ONVATCIZBQO2RNPRIUNGPP \
  | 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: 5ff9a736a0989190c1da8b5f1451a67bfc999786b97c74f88210e28faf63dc7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af655fe2fb493c29ee15cf616d71f81df9795136632e8db85d0629581072879b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-11T02:57:12Z",
    "title_canon_sha256": "68417a970da6603d240285a9f040acb1e07b40a6f0e69a5835fc840f9a934593"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06077",
    "kind": "arxiv",
    "version": 1
  }
}