Pith Number

pith:VNLGPJHH

pith:2021:VNLGPJHH73DJ42QDVSBKGRB6QH

not attested not anchored not stored refs pending

A Survey on Machine Learning Techniques for Source Code Analysis

Federica Sarro, Hadi Moazen, Indira Vats, Maria Kechagia, Rohit Tiwari, Stefanos Georgiou, Tushar Sharma

arxiv:2110.09610 v2 · 2021-10-18 · 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{VNLGPJHH73DJ42QDVSBKGRB6QH}

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

4 papers in Pith

Usenix'23 Extended Version: Smart Learning to Find Dumb Contracts

Mitigating False Positives in Static Memory Safety Analysis of Rust Programs via Reinforcement Learning

Analyzing Chain of Thought (CoT) Approaches in Control Flow Code Deobfuscation Tasks

Mitigating False Positives in Static Memory Safety Analysis of Rust Programs via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:57:00.733389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab5667a4e7fec69e6a03ac82a3443e81ecf90b4b658c37a751a642ab82de04b9

Aliases

arxiv: 2110.09610 · arxiv_version: 2110.09610v2 · doi: 10.48550/arxiv.2110.09610 · pith_short_12: VNLGPJHH73DJ · pith_short_16: VNLGPJHH73DJ42QD · pith_short_8: VNLGPJHH

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/VNLGPJHH73DJ42QDVSBKGRB6QH \
  | 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: ab5667a4e7fec69e6a03ac82a3443e81ecf90b4b658c37a751a642ab82de04b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9210201ed1f91866a06a7fa675394ea4c375aedc323decc8c26126b1cb4bc80",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2021-10-18T20:13:38Z",
    "title_canon_sha256": "39ef2fe55c59f4e09dd6a78f08568ac2baac3bec5854c8aaea47609a0222837f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.09610",
    "kind": "arxiv",
    "version": 2
  }
}