Pith. sign in
Pith Number

pith:2WOKGGCW

pith:2021:2WOKGGCWLAZ3WZ7GPPNEFK2IF4
not attested not anchored not stored refs pending

Meaningfully Debugging Model Mistakes using Conceptual Counterfactual Explanations

Abubakar Abid, James Zou, Mert Yuksekgonul

arxiv:2106.12723 v3 · 2021-06-24 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2WOKGGCWLAZ3WZ7GPPNEFK2IF4}

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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 2026-07-05T04:31:56.638790Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d59ca318565833bb67e67bda42ab482f2b0f262fd289afdcb75ab4f5040f951f

Aliases

arxiv: 2106.12723 · arxiv_version: 2106.12723v3 · doi: 10.48550/arxiv.2106.12723 · pith_short_12: 2WOKGGCWLAZ3 · pith_short_16: 2WOKGGCWLAZ3WZ7G · pith_short_8: 2WOKGGCW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2WOKGGCWLAZ3WZ7GPPNEFK2IF4 \
  | 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: d59ca318565833bb67e67bda42ab482f2b0f262fd289afdcb75ab4f5040f951f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f54852e5e47ca30b5ff6ae80f728535fc248a81f13d36ff08bd8b9b7336373c9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-24T01:49:55Z",
    "title_canon_sha256": "476b5f291a760859cd2551fb1ca6d2635381b975fb9a8d678a4068aeb9fdc8e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.12723",
    "kind": "arxiv",
    "version": 3
  }
}