Pith Number

pith:M6CTVICE

pith:2023:M6CTVICEU3WU36PMTD35KRJIXY

not attested not anchored not stored refs pending

Position Paper: Bridging the Gap Between Machine Learning and Sensitivity Analysis

Bernd Bischl, Christian A. Scholbeck, Christian Heumann, Giuseppe Casalicchio, Hoshin Gupta, Julia Moosbauer

arxiv:2312.13234 v2 · 2023-12-20 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M6CTVICEU3WU36PMTD35KRJIXY}

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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

On Measuring Intrinsic Causal Attributions in Deep Neural Networks

Receipt and verification

First computed	2026-07-05T09:05:33.054752Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67853aa044a6ed4df9ec98f7d54528be18b52caac0019f114170287f86a61385

Aliases

arxiv: 2312.13234 · arxiv_version: 2312.13234v2 · doi: 10.48550/arxiv.2312.13234 · pith_short_12: M6CTVICEU3WU · pith_short_16: M6CTVICEU3WU36PM · pith_short_8: M6CTVICE

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/M6CTVICEU3WU36PMTD35KRJIXY \
  | 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: 67853aa044a6ed4df9ec98f7d54528be18b52caac0019f114170287f86a61385

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd22a861b72b331313d2c35c9096b1a343e6a01704030d781e778aca48cb4e5c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-20T17:59:11Z",
    "title_canon_sha256": "3d3e754c8c968a1d857b1af77cd9f7ccd429ac2da60b3b37f9a3031895c1dacd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.13234",
    "kind": "arxiv",
    "version": 2
  }
}