Pith Number

pith:XEAXNH3D

pith:2022:XEAXNH3DPD4NYY7DFHRTNM5FAX

not attested not anchored not stored refs pending

JAWS: Auditing Predictive Uncertainty Under Covariate Shift

Anqi Liu, Drew Prinster, Suchi Saria

arxiv:2207.10716 v2 · 2022-07-21 · 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{XEAXNH3DPD4NYY7DFHRTNM5FAX}

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

1 paper in Pith

Test-time augmentation improves efficiency in conformal prediction

Receipt and verification

First computed	2026-07-05T05:19:00.753384Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b901769f6378f8dc63e329e336b3a505f1ecd70806835f315c8bda0de0fa7c5c

Aliases

arxiv: 2207.10716 · arxiv_version: 2207.10716v2 · doi: 10.48550/arxiv.2207.10716 · pith_short_12: XEAXNH3DPD4N · pith_short_16: XEAXNH3DPD4NYY7D · pith_short_8: XEAXNH3D

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/XEAXNH3DPD4NYY7DFHRTNM5FAX \
  | 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: b901769f6378f8dc63e329e336b3a505f1ecd70806835f315c8bda0de0fa7c5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b0af9b7ddb8fcdadad04d42c3301f9e6ba177563b72acbec3d87125260e0b30",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-21T19:12:33Z",
    "title_canon_sha256": "4f933cc00ac26d4b827ce098a4424a2879679be2ae8918b5a131e86bf54f3f8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.10716",
    "kind": "arxiv",
    "version": 2
  }
}