Pith Number

pith:TRILML67

pith:2025:TRILML675RQKRR7ES34GQYVVES

not attested not anchored not stored refs pending

Detecting LLM-generated Code with Subtle Modification by Adversarial Training

Chao Ni, Xiaodan Xu, Xiaohu Yang, Xinrui Li, Xin Yin

arxiv:2507.13123 v1 · 2025-07-17 · 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{TRILML675RQKRR7ES34GQYVVES}

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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

2 papers in Pith

Detecting AI Coding Agents in Open Source: A Validated Multi-Method Census of 180 Million Repositories

OOM-RL: Out-of-Money Reinforcement Learning Market-Driven Alignment for LLM-Based Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T11:38:55.077116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c50b62fdfec60a8c7e496f86862b5249e1e0770d99db38b76d02a3cb486650f

Aliases

arxiv: 2507.13123 · arxiv_version: 2507.13123v1 · doi: 10.48550/arxiv.2507.13123 · pith_short_12: TRILML675RQK · pith_short_16: TRILML675RQKRR7E · pith_short_8: TRILML67

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/TRILML675RQKRR7ES34GQYVVES \
  | 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: 9c50b62fdfec60a8c7e496f86862b5249e1e0770d99db38b76d02a3cb486650f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad94b395fdefa0a4217a140feaee9bb702f8703e85baf0d19510ef2d782260ad",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-17T13:38:16Z",
    "title_canon_sha256": "41919a0bb9b754b12450f81861bf526f2cf7154f78d37152fcad202f7b5f71d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.13123",
    "kind": "arxiv",
    "version": 1
  }
}