Pith Number

pith:FAOCMQOS

pith:2025:FAOCMQOSMNJ2I62DWTA233D5HR

not attested not anchored not stored refs pending

Where's the Bug? Attention Probing for Scalable Fault Localization

Aaditya Naik, Adam Stein, Arthur Wayne, Eric Wong, Mayur Naik

arxiv:2502.13966 v2 · 2025-02-19 · cs.SE · 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{FAOCMQOSMNJ2I62DWTA233D5HR}

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.

Cited by

3 papers in Pith

FLARE: Fine-Grained Diagnostic Feedback for LLM Code Refinement

Hierarchical Fault Detection and Diagnosis for Transformer Architectures

Receipt and verification

First computed	2026-07-05T10:17:18.598911Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

281c2641d26353a47b43b4c1adec7d3c52d5ab7876cffddf1266d40d5d01ae36

Aliases

arxiv: 2502.13966 · arxiv_version: 2502.13966v2 · doi: 10.48550/arxiv.2502.13966 · pith_short_12: FAOCMQOSMNJ2 · pith_short_16: FAOCMQOSMNJ2I62D · pith_short_8: FAOCMQOS

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/FAOCMQOSMNJ2I62DWTA233D5HR \
  | 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: 281c2641d26353a47b43b4c1adec7d3c52d5ab7876cffddf1266d40d5d01ae36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8efa4a7ad92c271e2ad7d164641955ba0cd32492dd1f62085d78b9d32c5035c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-19T18:59:32Z",
    "title_canon_sha256": "efe45f4f6852e8ad5a2a2083b6b0799546e2c594474de3296d8fecd16c5b0ccb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13966",
    "kind": "arxiv",
    "version": 2
  }
}