Pith Number

pith:BZP4HTLT

pith:2021:BZP4HTLTPOJFWXYR35PQTHFD42

not attested not anchored not stored refs pending

Conditional Generative Models for Counterfactual Explanations

Arnaud Van Looveren, Giovanni Vacanti, Janis Klaise, Oliver Cobb

arxiv:2101.10123 v1 · 2021-01-25 · 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{BZP4HTLTPOJFWXYR35PQTHFD42}

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

2 papers in Pith

Adaptive Group-Based Counterfactual Explanations for Time-Series Rehabilitation Data

Optimal Counterfactual Search in Tree Ensembles: A Study Across Modeling and Solution Paradigms

Receipt and verification

First computed	2026-07-05T02:09:25.974553Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e5fc3cd737b925b5f11df5f099ca3e690f0410705c61f8c4a99714009b97d53

Aliases

arxiv: 2101.10123 · arxiv_version: 2101.10123v1 · doi: 10.48550/arxiv.2101.10123 · pith_short_12: BZP4HTLTPOJF · pith_short_16: BZP4HTLTPOJFWXYR · pith_short_8: BZP4HTLT

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/BZP4HTLTPOJFWXYR35PQTHFD42 \
  | 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: 0e5fc3cd737b925b5f11df5f099ca3e690f0410705c61f8c4a99714009b97d53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f647a5658e4024cca2400a42a6d16a107094d6bf60711cd6a743dfd28f1f345",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-25T14:31:13Z",
    "title_canon_sha256": "c8c4d8ae8fc95cd394eb4b0e5c521ada0a796743cd91b205a905085e7fec7925"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.10123",
    "kind": "arxiv",
    "version": 1
  }
}