Pith Number

pith:2O6RJBE2

pith:2024:2O6RJBE2VEO5HIFU5D7XH4OITA

not attested not anchored not stored refs pending

Robustness, Security, Privacy, Explainability, Efficiency, and Usability of Large Language Models for Code

David Lo, Premkumar Devanbu, Terry Zhuo Yue, Zhensu Sun, Zhou Yang

arxiv:2403.07506 v1 · 2024-03-12 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2O6RJBE2VEO5HIFU5D7XH4OITA}

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

6 papers in Pith

Securing Code Understanding: Detecting Natural Backdoor Vulnerability in Code Language Models

Reward-Free Code Alignment from Pretrained or Fine-Tuned LLM: Unpacking the Trade-offs for Code Generation

Towards Agentic Runtime Healing

Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks

A Survey on Large Language Models for Code Generation

Receipt and verification

First computed	2026-07-05T07:55:04.662908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3bd14849aa91dd3a0b4e8ff73f1c8983a726df2576c31f5244f2e4f42eba491

Aliases

arxiv: 2403.07506 · arxiv_version: 2403.07506v1 · doi: 10.48550/arxiv.2403.07506 · pith_short_12: 2O6RJBE2VEO5 · pith_short_16: 2O6RJBE2VEO5HIFU · pith_short_8: 2O6RJBE2

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/2O6RJBE2VEO5HIFU5D7XH4OITA \
  | 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: d3bd14849aa91dd3a0b4e8ff73f1c8983a726df2576c31f5244f2e4f42eba491

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "022444f3041e101bb7822b680f11d7176d71e72087a5ddf529111358a9ff8601",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-12T10:43:26Z",
    "title_canon_sha256": "4b0e56879968dd9446fe5a1a5d971bcc7b2f95fd0f0c626746ec1315815fdbe8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.07506",
    "kind": "arxiv",
    "version": 1
  }
}