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Workshop
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On Robustness-Accuracy Characterization of Large Language Models using Synthetic Datasets
Ching-Yun (Irene) Ko · Pin-Yu Chen · Payel Das · Yung-Sung Chuang · Luca Daniel
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Workshop
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Adaptive Certified Training: Towards Better Accuracy-Robustness Tradeoffs
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Poster
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Wed 14:00
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On the Functional Similarity of Robust and Non-Robust Neural Representations
András Balogh · Mark Jelasity
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Workshop
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Adaptive Certified Training: Towards Better Accuracy-Robustness Tradeoffs
Zhakshylyk Nurlanov · Frank R Schmidt · Florian Bernard
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Workshop
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On Robustness-Accuracy Characterization of Large Language Models using Synthetic Datasets
Ching-Yun (Irene) Ko · Pin-Yu Chen · Payel Das · Yung-Sung Chuang · Luca Daniel
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Workshop
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Improve Identity-Robustness for Face Models
Qi Qi · Shervin Ardeshir
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Poster
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Wed 17:00
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Byzantine-Robust Learning on Heterogeneous Data via Gradient Splitting
Yuchen Liu · Chen Chen · Lingjuan Lyu · Fangzhao Wu · Sai Wu · Gang Chen
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Poster
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Tue 14:00
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Corruption-Robust Algorithms with Uncertainty Weighting for Nonlinear Contextual Bandits and Markov Decision Processes
Chenlu Ye · Wei Xiong · Quanquan Gu · Tong Zhang
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Poster
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Tue 17:00
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Nearly-Linear Time and Streaming Algorithms for Outlier-Robust PCA
Ilias Diakonikolas · Daniel Kane · Ankit Pensia · Thanasis Pittas
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Poster
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Wed 17:00
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On the Privacy-Robustness-Utility Trilemma in Distributed Learning
Youssef Allouah · Rachid Guerraoui · Nirupam Gupta · Rafael Pinot · John Stephan
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Poster
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Tue 14:00
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Training-Free Neural Active Learning with Initialization-Robustness Guarantees
Apivich Hemachandra · Zhongxiang Dai · Jasraj Singh · See-Kiong Ng · Bryan Kian Hsiang Low
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Poster
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Wed 14:00
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Bidirectional Adaptation for Robust Semi-Supervised Learning with Inconsistent Data Distributions
Lin-Han Jia · Lan-Zhe Guo · Zhi Zhou · Jie-Jing Shao · Yuke Xiang · Yu-Feng Li
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