Pith Number

pith:WKZJW3GW

pith:2026:WKZJW3GW4YIUGSOYHVN2H5MVRF

not attested not anchored not stored refs pending

Class-Aware Reinforcement Learning for Counterfactual Explanation Generation

Mary-Anne Williams, Muhammad Adil Saleem, Syed Ali Raza

arxiv:2607.27905 v1 · 2026-07-30 · 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{WKZJW3GW4YIUGSOYHVN2H5MVRF}

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	2026-07-31T01:34:46.130055Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

b2b29b6cd6e6114349d83d5ba3f5958941185ceb516044d9efaef76155285a1c

Aliases

arxiv: 2607.27905 · arxiv_version: 2607.27905v1 · doi: 10.48550/arxiv.2607.27905 · pith_short_12: WKZJW3GW4YIU · pith_short_16: WKZJW3GW4YIUGSOY · pith_short_8: WKZJW3GW

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/WKZJW3GW4YIUGSOYHVN2H5MVRF \
  | 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: b2b29b6cd6e6114349d83d5ba3f5958941185ceb516044d9efaef76155285a1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ba512082bb3e7c5393bdcf59b973ae15ddec0773f9338d7e51fd6822325d254",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-30T09:20:07Z",
    "title_canon_sha256": "e8151089518aee546a12ceb81d13150d91cd21ef105c9f81a5132ce690071e6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.27905",
    "kind": "arxiv",
    "version": 1
  }
}