Pith Number

pith:WZBHMJQS

pith:2024:WZBHMJQSYXXTERAF5NK3P5AFUM

not attested not anchored not stored refs pending

TX-Gen: Multi-Objective Optimization for Sparse Counterfactual Explanations for Time-Series Classification

Niki van Stein, Qi Huang, Sofoklis Kitharidis, Thomas B\"ack

arxiv:2409.09461 v2 · 2024-09-14 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WZBHMJQSYXXTERAF5NK3P5AFUM}

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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

Multi-SpaCE: Multi-Objective Subsequence-based Sparse Counterfactual Explanations for Multivariate Time Series Classification

Receipt and verification

First computed	2026-07-05T09:33:37.436394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b642762612c5ef324405eb55b7f405a32c55b54b13290a9215bfb9c28241b314

Aliases

arxiv: 2409.09461 · arxiv_version: 2409.09461v2 · doi: 10.48550/arxiv.2409.09461 · pith_short_12: WZBHMJQSYXXT · pith_short_16: WZBHMJQSYXXTERAF · pith_short_8: WZBHMJQS

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/WZBHMJQSYXXTERAF5NK3P5AFUM \
  | 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: b642762612c5ef324405eb55b7f405a32c55b54b13290a9215bfb9c28241b314

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3cbbe17b7c8df73006df2434d390964d9c3857845c7ad6d3a9b5e19d6d43113",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-14T15:13:28Z",
    "title_canon_sha256": "54963e624892b31a895be78de60f956e634300df98a189c6a79deb2aab1e3011"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09461",
    "kind": "arxiv",
    "version": 2
  }
}