Pith Number

pith:6GLPYUBM

pith:2026:6GLPYUBMLZPPMIB2D2NOTSHY3M

not attested not anchored not stored refs pending

A Preliminary Study on Explaining Risk of Code Changes using LLM-Based Prediction Models

Akshay Patel, Audris Mockus, Cong Zhang, David Khavari, Jun Ge, Kosay Jabre, Nachiappan Nagappan, Peter C. Rigby, Rui Abreu, Vijayaraghavan Murali, Weiyan Sun, Yalin Liu, Zachariah J. Carmichael

arxiv:2607.02782 v1 · 2026-07-02 · 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{6GLPYUBMLZPPMIB2D2NOTSHY3M}

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	2026-07-07T00:16:17.131213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f196fc502c5e5ef6203a1e9ae9c8f8db05b7f873cf1b035ab671f2a409c1c871

Aliases

arxiv: 2607.02782 · arxiv_version: 2607.02782v1 · doi: 10.48550/arxiv.2607.02782 · pith_short_12: 6GLPYUBMLZPP · pith_short_16: 6GLPYUBMLZPPMIB2 · pith_short_8: 6GLPYUBM

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/6GLPYUBMLZPPMIB2D2NOTSHY3M \
  | 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: f196fc502c5e5ef6203a1e9ae9c8f8db05b7f873cf1b035ab671f2a409c1c871

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6d48484a279ebfd956221449b0fa80641b5fd690fe33f3db03c6e0cd38f75f5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-07-02T21:31:09Z",
    "title_canon_sha256": "3936b19648a84734686f7151ca80c99d9e6d16c30009119087f0a2bb9a20d570"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.02782",
    "kind": "arxiv",
    "version": 1
  }
}