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Home/Authors/Kannappan Palaniappan

Kannappan Palaniappan

1 indexed paper

Recent (6 mo)
1
With code
0
Influential cites
0
Benchmarked
0

Publications per year

1
26

Top categories

Software Eng.×1AI×1Crypto×1ML×1

Frequent co-authors

Miles Farmer1×
Ekincan Ufuktepe1×
Anne Watson1×
Hialo Muniz Carvalho1×
Vadim Okun1×
Zineb Maasaoui1×

Research Timeline

2026
Software Vulnerability Detection Using a Lightweight Graph Neural Network

The paper proposes VulGNN, a lightweight Graph Neural Network (GNN) model, which achieves vulnerability detection performance comparable to large language models (LLMs) while being significantly smaller and more efficient for real-world deployment.

Highlighted terms show continued research focus across papers

Papers

cs.SEcs.AIcs.CRRecentMar 31, 2026

Software Vulnerability Detection Using a Lightweight Graph Neural Network

Miles Farmer, Ekincan Ufuktepe, Anne Watson, Hialo Muniz Carvalho +3 more

The paper proposes VulGNN, a lightweight Graph Neural Network (GNN) model, which achieves vulnerability detection performance comparable to large language models (LLMs) while being significantly small…

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