Pith Number

pith:46FJLI7T

pith:2025:46FJLI7TYITPMPXAUXPFO7PGTR

not attested not anchored not stored refs pending

Causality-Driven Neural Network Repair: Challenges and Opportunities

Brittany Johnson, Fatemeh Vares

arxiv:2504.17946 v1 · 2025-04-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{46FJLI7TYITPMPXAUXPFO7PGTR}

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	2026-07-05T10:53:59.149090Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e78a95a3f3c226f63ee0a5de577de69c47ee4b46f19162496f719bf2292641cd

Aliases

arxiv: 2504.17946 · arxiv_version: 2504.17946v1 · doi: 10.48550/arxiv.2504.17946 · pith_short_12: 46FJLI7TYITP · pith_short_16: 46FJLI7TYITPMPXA · pith_short_8: 46FJLI7T

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/46FJLI7TYITPMPXAUXPFO7PGTR \
  | 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: e78a95a3f3c226f63ee0a5de577de69c47ee4b46f19162496f719bf2292641cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6f0ddb2d06cabce32252346d32e77677595a425c417d5343d92ea12ae1ba926",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-24T21:22:00Z",
    "title_canon_sha256": "fdb99dd3463114f5314f403dfac0245dc010e4404b27a67ecaf7b69489e5e98f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.17946",
    "kind": "arxiv",
    "version": 1
  }
}