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Security of AI-enabled Perception Systems in Autonomous Driving
Speaker: Yi Zhu Date: Feb 27, 11:45am–12:45pm Abstract: Autonomous vehicles (AVs) are visioned as a revolutionary power for future transportation. A fundamental function of AV…
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An Adversarial Perspective on the Machine Learning Pipeline
Speaker: Fnu Suya Date: Feb 26, 11:45am–12:45pm Abstract: Machine learning models are often vulnerable to attacks during both training and test phases, yet the risks…
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Trustworthy and Scalable Machine Learning
Speaker: Yang Zhou Date: Feb 23, 11:45am–12:45pm Abstract: Machine learning (ML), a powerful tool for automatically extracting, managing, inferencing, and transferring knowledge, has been proven…
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From Theory to Application: Overparameterization and Machine Learning at the Edge
Speaker: Peizhong Ju Date: Feb 21, 11:45am–12:45pm Abstract: Machine Learning (ML), a vital branch of Artificial Intelligence (AI), has seen rapid advancements in recent years.…
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Exploring the Adversarial Robustness of Language Models
Speaker: Muchao Ye Date: Feb 19, 11:45am–12:45pm Abstract: Language models built by deep neural networks have achieved great success in various areas of artificial intelligence,…
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Resource-Efficient Machine Learning: Reduce the Cost of Graph Learning and Beyond
Speaker: Xiaotian (Max) Han Date: Feb 16, 11:45am–12:45pm Abstract: In this talk, I will present my research on resource-efficient machine learning techniques for graph neural…
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Backdoor in AI: Algorithms, Attacks, and Defenses
Speaker: Ruixiang Tang Date: Feb 14, 11:45am–12:45pm Abstract: As deep learning models are increasingly integrated into critical domains, their safety emerges as a critical concern.…
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Exploring, Counteracting and Harnessing Adversarial Examples
Speaker: Han Xu Date: Feb 12, 11:45am–12:45pm Abstract: Recently, with the development of AI and ML, their corresponding safety problems, especially their vulnerability to adversarial…
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Structuring Cooperative Teams for Multi-Agent Autonomy
Speaker: Qi Zhang Date: Feb 9, 11:45am–12:45pm Abstract: Cooperative artificial intelligence (AI) equips a team of autonomous agents with the capability of planning and learning…
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Learning from Imperfect Data: Incremental Learning and Few-shot Learning
Speaker: Yaoyao Liu Date: Feb 7, 11:45am–12:45pm Abstract: In recent years, artificial intelligence (AI) has achieved great success in many fields. Although impressive advances have…