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Theory

4,950 papers

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Papers

Tree-Values: Selective Inference for Regression Trees JMLR 2022
The Separation Capacity of Random Neural Networks JMLR 2022
Toward Understanding Convolutional Neural Networks from Volterra Convolution Perspective JMLR 2022
Oracle Complexity in Nonsmooth Nonconvex Optimization JMLR 2022
On Low-rank Trace Regression under General Sampling Distribution JMLR 2022
Distributed Stochastic Gradient Descent: Nonconvexity, Nonsmoothness, and Convergence to Local Minima JMLR 2022
Statistical Optimality and Computational Efficiency of Nystrom Kernel PCA JMLR 2022
Early Stopping for Iterative Regularization with General Loss Functions JMLR 2022
On the Effectiveness of Iterative Learning Control L4DC 2022
Convergence Rates of Two-Time-Scale Gradient Descent-Ascent Dynamics for Solving Nonconvex Min-Max Problems L4DC 2022
Total Energy Shaping with Neural Interconnection and Damping Assignment - Passivity Based Control L4DC 2022
Distributed Neural Network Control with Dependability Guarantees: a Compositional Port-Hamiltonian Approach L4DC 2022
Bounding the Difference Between Model Predictive Control and Neural Networks L4DC 2022
Learning Reversible Symplectic Dynamics L4DC 2022
Robustness Certificates for Implicit Neural Networks: A Mixed Monotone Contractive Approach L4DC 2022
Deep Interactive Motion Prediction and Planning: Playing Games with Motion Prediction Models L4DC 2022
A Simple and Efficient Sampling-based Algorithm for General Reachability Analysis L4DC 2022
On the Pitfalls of Using the Residual Error as Anomaly Score MIDL 2022
EHR Safari: Data is Contextual MLHC 2022
Why predicting risk can’t identify ‘risk factors’: empirical assessment of model stability in machine learning across observational health databases MLHC 2022
Exact Paired-Permutation Testing for Structured Test Statistics NAACL 2022
White-box Testing of NLP models with Mask Neuron Coverage NAACL 2022
Analytical Reasoning of Text NAACL 2022
Posthoc Verification and the Fallibility of the Ground Truth NAACL 2022
How Universal is Metonymy? Results from a Large-Scale Multilingual Analysis NAACL 2022