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Poster
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Fri 16:30
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On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization
Alexander Tyurin · Peter Richtarik
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Poster
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Thu 11:00
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Optimal Algorithms for Augmented Testing of Discrete Distributions
Maryam Aliakbarpour · Piotr Indyk · Ronitt Rubinfeld · Sandeep Silwal
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Workshop
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Efficient Modeling of Irregular Time-Series with Stochastic Optimal Control
Byoungwoo Park · Hyungi Lee · Juho Lee
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Poster
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Thu 16:30
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Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization
Yang Li · Jinpei Guo · Runzhong Wang · Hongyuan Zha · Junchi Yan
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Workshop
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Optimizing Detection Time and Specificity: Early Classification of Time Series with Sensitivity Constraint
Jiaming Qiu · Ying-Qi Zhao · Yingye Zheng
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Poster
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Linear Time Approximation Algorithm for Column Subset Selection with Local Search
YuanBin Zou · Ziyun Huang · Jinhui Xu · Jianxin Wang · Qilong Feng
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Workshop
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Specialized Foundation Models Struggle to Beat Traditional Supervised Learning Baselines
Ritvik Gupta · Zongzhe Xu · Wenduo Cheng · Alexander Shen · Junhong Shen · Ameet Talwalkar · Misha Khodak
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Poster
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Wed 16:30
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Safe Time-Varying Optimization based on Gaussian Processes with Spatio-Temporal Kernel
Jialin Li · Marta Zagorowska · Giulia De Pasquale · Alisa Rupenyan · John Lygeros
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Poster
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Wed 11:00
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Freya PAGE: First Optimal Time Complexity for Large-Scale Nonconvex Finite-Sum Optimization with Heterogeneous Asynchronous Computations
Alexander Tyurin · Kaja Gruntkowska · Peter Richtarik
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Poster
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Wed 16:30
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Neural Combinatorial Optimization for Robust Routing Problem with Uncertain Travel Times
Pei Xiao · Zizhen Zhang · Jinbiao Chen · Jiahai Wang · Zhenzhen Zhang
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Poster
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Thu 11:00
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Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
Alexander Tyurin · Marta Pozzi · Ivan Ilin · Peter Richtarik
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