pith. sign in
Pith Number

pith:467JGCL7

pith:2022:467JGCL7LB2XTRZYVX7UPXBCDB
not attested not anchored not stored refs pending

On the Safety of Interpretable Machine Learning: A Maximum Deviation Approach

Amit Dhurandhar, Dennis Wei, Elizabeth M. Daly, Kush R. Varshney, Moninder Singh, Rahul Nair

arxiv:2211.01498 v1 · 2022-11-02 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{467JGCL7LB2XTRZYVX7UPXBCDB}

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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.
Receipt and verification
First computed 2026-07-05T05:12:56.714613Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e7be93097f587579c738adff47dc22187cf589dcdc176bd1ef9be451161a8455

Aliases

arxiv: 2211.01498 · arxiv_version: 2211.01498v1 · doi: 10.48550/arxiv.2211.01498 · pith_short_12: 467JGCL7LB2X · pith_short_16: 467JGCL7LB2XTRZY · pith_short_8: 467JGCL7
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/467JGCL7LB2XTRZYVX7UPXBCDB \
  | 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: e7be93097f587579c738adff47dc22187cf589dcdc176bd1ef9be451161a8455
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "50bc3b72337546d26780d67d3a49a20a75ee801d0b73f77500387406b0184dda",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-02T21:57:24Z",
    "title_canon_sha256": "a334fe2ee2e6fe3f1a17447a97d1fb4426b0cee733bda539453974ee61cffa12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01498",
    "kind": "arxiv",
    "version": 1
  }
}