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Theory

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Papers

On Low-rank Trace Regression under General Sampling Distribution JMLR 2022 On Margin Maximization in Linear and ReLU Networks NeurIPS 2022 On Margins and Derandomisation in PAC-Bayes AISTATS 2022 On Margins and Generalisation for Voting Classifiers NeurIPS 2022 On Measuring Causal Contributions via do-interventions ICML 2022 On Numerical Integration in Neural Ordinary Differential Equations ICML 2022 On Optimal Learning Under Targeted Data Poisoning NeurIPS 2022 On Redundancy and Diversity in Cell-based Neural Architecture Search ICLR 2022 On Robust Multiclass Learnability NeurIPS 2022 On Scrambling Phenomena for Randomly Initialized Recurrent Networks NeurIPS 2022 On the approximation properties of recurrent encoder-decoder architectures ICLR 2022 On the Certified Robustness for Ensemble Models and Beyond ICLR 2022 On the Complexity of Adversarial Decision Making NeurIPS 2022 On the Complexity of Calculating Approval-Based Winners in Candidates-Embedded Metrics IJCAI 2022 On the Complexity of Inductively Learning Guarded Clauses AAAI 2022 On the Computational Complexity of Model Reconciliations IJCAI 2022 On the Consistency of Max-Margin Losses AISTATS 2022 On the Convergence Rates of Policy Gradient Methods JMLR 2022 On the difficulty of learning chaotic dynamics with RNNs NeurIPS 2022 On the Effectiveness of Iterative Learning Control L4DC 2022 On the Existence of Universal Lottery Tickets ICLR 2022 On the Expressivity of Markov Reward (Extended Abstract) IJCAI 2022 On the Finite-Time Complexity and Practical Computation of Approximate Stationarity Concepts of Lipschitz Functions ICML 2022 On the First-Order Rewritability of Ontology-Mediated Queries in Linear Temporal Logic (Extended Abstract) IJCAI 2022 On the Generalization Analysis of Adversarial Learning ICML 2022