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Spotlight
Tue 7:50 Fast Convex Optimization for Two-Layer ReLU Networks: Equivalent Model Classes and Cone Decompositions
Aaron Mishkin · Arda Sahiner · Mert Pilanci
Spotlight
Thu 13:55 Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data
Timothy Castiglia · Anirban Das · Shiqiang Wang · Stacy Patterson
Poster
Thu 15:00 Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data
Timothy Castiglia · Anirban Das · Shiqiang Wang · Stacy Patterson
Poster
Tue 15:30 Understanding the unstable convergence of gradient descent
Kwangjun Ahn · Jingzhao Zhang · Suvrit Sra
Spotlight
Tue 13:30 Understanding the unstable convergence of gradient descent
Kwangjun Ahn · Jingzhao Zhang · Suvrit Sra
Poster
Wed 15:30 Large-scale Stochastic Optimization of NDCG Surrogates for Deep Learning with Provable Convergence
Zi-Hao Qiu · Quanqi Hu · Yongjian Zhong · Lijun Zhang · Tianbao Yang
Poster
Tue 15:30 Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers
Arda Sahiner · Tolga Ergen · Batu M Ozturkler · John Pauly · Morteza Mardani · Mert Pilanci
Spotlight
Tue 8:05 Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers
Arda Sahiner · Tolga Ergen · Batu M Ozturkler · John Pauly · Morteza Mardani · Mert Pilanci
Spotlight
Wed 13:45 Large-scale Stochastic Optimization of NDCG Surrogates for Deep Learning with Provable Convergence
Zi-Hao Qiu · Quanqi Hu · Yongjian Zhong · Lijun Zhang · Tianbao Yang
Poster
Thu 15:00 Quant-BnB: A Scalable Branch-and-Bound Method for Optimal Decision Trees with Continuous Features
Rahul Mazumder · Xiang Meng · Haoyue Wang
Spotlight
Thu 7:55 Quant-BnB: A Scalable Branch-and-Bound Method for Optimal Decision Trees with Continuous Features
Rahul Mazumder · Xiang Meng · Haoyue Wang
Oral
Thu 13:00 Born-Infeld (BI) for AI: Energy-Conserving Descent (ECD) for Optimization
Giuseppe Bruno De Luca · Eva Silverstein