Pith. sign in
Pith Number

pith:HQ33JDRP

pith:2021:HQ33JDRPAZMMA5OYCKHJKCTLXC
not attested not anchored not stored refs pending

Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates

Adrian Weller, Dan Ley, Umang Bhatt

arxiv:2112.02646 v3 · 2021-12-05 · cs.LG · cs.AI · cs.CY · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{HQ33JDRPAZMMA5OYCKHJKCTLXC}

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.
Receipt and verification
First computed 2026-07-05T03:39:19.553104Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3c37b48e2f0658c075d8128e950a6bb8b572271cd267cf3a8f1bc80a66ce0033

Aliases

arxiv: 2112.02646 · arxiv_version: 2112.02646v3 · doi: 10.48550/arxiv.2112.02646 · pith_short_12: HQ33JDRPAZMM · pith_short_16: HQ33JDRPAZMMA5OY · pith_short_8: HQ33JDRP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HQ33JDRPAZMMA5OYCKHJKCTLXC \
  | 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: 3c37b48e2f0658c075d8128e950a6bb8b572271cd267cf3a8f1bc80a66ce0033
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "db3ff821ec115ea1b4ecf472a49f600d9b4e3edd4aecf26b2869667c71fe9eca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-05T18:27:21Z",
    "title_canon_sha256": "05db14738bd78c8e5a8349b8b720d2fce0a849a605652ef284fba26611483a65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.02646",
    "kind": "arxiv",
    "version": 3
  }
}