Pith Number

pith:2YSYRW2X

pith:2022:2YSYRW2X53IC4V7WPDUUEYM7Z3

not attested not anchored not stored refs pending

Gradient-based Counterfactual Explanations using Tractable Probabilistic Models

Kristian Kersting, Xiaoting Shao

arxiv:2205.07774 v1 · 2022-05-16 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2YSYRW2X53IC4V7WPDUUEYM7Z3}

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

RealAC: A Domain-Agnostic Framework for Realistic and Actionable Counterfactual Explanations

Receipt and verification

First computed	2026-07-05T04:23:32.084580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d62588db57eed02e57f678e942619fcee3b7825ba4ef3b896445d062f6a130f7

Aliases

arxiv: 2205.07774 · arxiv_version: 2205.07774v1 · doi: 10.48550/arxiv.2205.07774 · pith_short_12: 2YSYRW2X53IC · pith_short_16: 2YSYRW2X53IC4V7W · pith_short_8: 2YSYRW2X

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/2YSYRW2X53IC4V7WPDUUEYM7Z3 \
  | 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: d62588db57eed02e57f678e942619fcee3b7825ba4ef3b896445d062f6a130f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ea145908ad4f8c554b05e5f63f4133f95ab9fd2b3f9397bf824c447299902c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-16T16:05:43Z",
    "title_canon_sha256": "32d256b4706016655454543a066f13c897b6c8e09f423491ae2832d3759898cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.07774",
    "kind": "arxiv",
    "version": 1
  }
}