Pith Number

pith:JQMFLWFL

pith:2023:JQMFLWFL44AQ5KMCUAGMOIKZ3L

not attested not anchored not stored refs pending

Learning Defect Prediction from Unrealistic Data

Alessandro Orso, Kamel Alrashedy, Vincent J. Hellendoorn

arxiv:2311.00931 v2 · 2023-11-02 · 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{JQMFLWFL44AQ5KMCUAGMOIKZ3L}

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

1 paper in Pith

The Power of Types: Exploring the Impact of Type Checking on Neural Bug Detection in Dynamically Typed Languages

Receipt and verification

First computed	2026-07-05T07:35:40.699617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c1855d8abe7010ea982a00cc72159daf8f4aff2aeb7e0ac7928bc1967a1b46b

Aliases

arxiv: 2311.00931 · arxiv_version: 2311.00931v2 · doi: 10.48550/arxiv.2311.00931 · pith_short_12: JQMFLWFL44AQ · pith_short_16: JQMFLWFL44AQ5KMC · pith_short_8: JQMFLWFL

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/JQMFLWFL44AQ5KMCUAGMOIKZ3L \
  | 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: 4c1855d8abe7010ea982a00cc72159daf8f4aff2aeb7e0ac7928bc1967a1b46b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4dceab9a0488032544b00971b3438db085fe00091ad346e2c20161f04ba3f036",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-02T01:51:43Z",
    "title_canon_sha256": "a6cecb4833d642d1449a0e82e5503f162b51848be3bb0f649404cf33d5419277"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00931",
    "kind": "arxiv",
    "version": 2
  }
}