Pith Number

pith:JNNNQQ4O

pith:2026:JNNNQQ4OHCSJSR76KPBL54WEHY

not attested not anchored not stored refs pending

Rethinking Automated Program Repair: The Impact of Bug Complexity, Fault Localization, and LLM Cost-efficiency

Ali Bigdeli, Atu Ambala, Fabio Santos, Junchi Liu, Roya Daneshi, Sudipto Ghosh

arxiv:2608.14065 v1 · 2026-08-14 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JNNNQQ4OHCSJSR76KPBL54WEHY}

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	2026-08-17T01:11:56.216948Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b5ad8438e38a49947fe53c2bef2c43e1fe78daee1024ecbea8b08148f50af0f

Aliases

arxiv: 2608.14065 · arxiv_version: 2608.14065v1 · doi: 10.48550/arxiv.2608.14065 · pith_short_12: JNNNQQ4OHCSJ · pith_short_16: JNNNQQ4OHCSJSR76 · pith_short_8: JNNNQQ4O

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/JNNNQQ4OHCSJSR76KPBL54WEHY \
  | 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: 4b5ad8438e38a49947fe53c2bef2c43e1fe78daee1024ecbea8b08148f50af0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be0beb0eaa95dfda92303267415e7bf961abc811bb798b6652db7682c2c666c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-08-14T08:23:25Z",
    "title_canon_sha256": "8edba856f696824bbc59c66b99343a9a56b8e5ecc1594880b13daea29f3330d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.14065",
    "kind": "arxiv",
    "version": 1
  }
}