Pith Number

pith:RKGRAZWW

pith:2024:RKGRAZWWPKOH6X3GS5VDIGWVUG

not attested not anchored not stored refs pending

Removing Spurious Correlation from Neural Network Interpretations

David Heckerman, Milad Fotouhi, Mohammad Taha Bahadori, Oluwaseyi Feyisetan, Payman Arabshahi

arxiv:2412.02893 v1 · 2024-12-03 · cs.CL · cs.AI · cs.LG · stat.AP · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RKGRAZWWPKOH6X3GS5VDIGWVUG}

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	2026-07-05T09:44:21.563983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a8d1066d67a9c7f5f66976a341ad5a1b264e931fb1de4a5b89605127a463da5

Aliases

arxiv: 2412.02893 · arxiv_version: 2412.02893v1 · doi: 10.48550/arxiv.2412.02893 · pith_short_12: RKGRAZWWPKOH · pith_short_16: RKGRAZWWPKOH6X3G · pith_short_8: RKGRAZWW

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/RKGRAZWWPKOH6X3GS5VDIGWVUG \
  | 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: 8a8d1066d67a9c7f5f66976a341ad5a1b264e931fb1de4a5b89605127a463da5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a172c9a7789826c11321e47d30d72ba5c0ea8ae9a7333155c85f2c1a6f83c8b8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.AP",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-03T22:58:21Z",
    "title_canon_sha256": "b913bfcfb79b84f676770e49418e153b2af78f1b06c4e854b6291d152cfa8602"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02893",
    "kind": "arxiv",
    "version": 1
  }
}