← Optimization & Theory
Machine Learning › Optimization & Theory ›

Theory

4950 directly classified papers

Papers per year

Papers

Linear Regularizers Enforce the Strict Saddle Property AAAI 2023
Training-Time Attacks against K-nearest Neighbors AAAI 2023
Practical Markov Boundary Learning without Strong Assumptions AAAI 2023
Progress and Limitations of Deep Networks to Recognize Objects in Unusual Poses AAAI 2023
Testing the Channels of Convolutional Neural Networks AAAI 2023
Persistent Homology through Image Segmentation (Student Abstract) AAAI 2023
When Congestion Games Meet Mobile Crowdsourcing: Selective Information Disclosure AAAI 2023
The Perils of Trial-and-Error Reward Design: Misdesign through Overfitting and Invalid Task Specifications AAAI 2023
Tight Performance Guarantees of Imitator Policies with Continuous Actions AAAI 2023
Bilinear Exponential Family of MDPs: Frequentist Regret Bound with Tractable Exploration & Planning AAAI 2023
Reward Poisoning Attacks on Offline Multi-Agent Reinforcement Learning AAAI 2023
Computably Continuous Reinforcement-Learning Objectives Are PAC-Learnable AAAI 2023
Synchronization and Diversity of Solutions AAAI 2023
Markov Decision Processes with Time-Varying Geometric Discounting AAAI 2023
Formally Verified Solution Methods for Markov Decision Processes AAAI 2023
Tricking the Hashing Trick: A Tight Lower Bound on the Robustness of CountSketch to Adaptive Inputs AAAI 2023
Combining Slow and Fast: Complementary Filtering for Dynamics Learning AAAI 2023
SigMaNet: One Laplacian to Rule Them All AAAI 2023
Generalization Bounds for Inductive Matrix Completion in Low-Noise Settings AAAI 2023
Are Transformers Effective for Time Series Forecasting? AAAI 2023
Editing Boolean Classifiers: A Belief Change Perspective AAAI 2023
Provable Detection of Propagating Sampling Bias in Prediction Models AAAI 2023
Complexity of Safety and coSafety Fragments of Linear Temporal Logic AAAI 2023
Common Knowledge of Abstract Groups AAAI 2023
Fairness in Contextual Resource Allocation Systems: Metrics and Incompatibility Results AAAI 2023