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Xiaofeng Cong

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2026

PANDA: Diffusion-Guided Purification and Adaptation for Robust Point Cloud Classification Against Adversarial Attack

Deep learning models for point cloud classification are highly vulnerable to adversarial attacks, while recent advances in diffusion-based purification have shown promising defensive performance. However, existing diffusion-based purification methods harbor two fundamental limitations. First, a distributional gap arise...

Yu-Xin Zhang, Xiaofeng Cong, Minjing Dong et al. · 0 citations
Jul 2026

EvoAgentBench: Benchmarking Agent Self-Evolution via Ability Transfer

EvoAgentBench is introduced, a benchmark for agent self-evolution via Ability-guided transfer across four agentic domains: web research, algorithmic reasoning, software engineering, software engineering, and knowledge work, which shifts self-evolution evaluation from aggregate accuracy comparison to fine-grained diagno...

Xingze Gao, Chuanrui Hu, Hongda Chen et al. · 7 citations · ⚡2

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