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Theory

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Papers

How Powerful are Spectral Graph Neural Networks ICML 2022
More Than a Toy: Random Matrix Models Predict How Real-World Neural Representations Generalize ICML 2022
Synergy and Symmetry in Deep Learning: Interactions between the Data, Model, and Inference Algorithm ICML 2022
Predicting Out-of-Distribution Error with the Projection Norm ICML 2022
Stabilizing Q-learning with Linear Architectures for Provable Efficient Learning ICML 2022
When and How Mixup Improves Calibration ICML 2022
Neural Network Weights Do Not Converge to Stationary Points: An Invariant Measure Perspective ICML 2022
Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance Complexity ICML 2022
Off-Policy Fitted Q-Evaluation with Differentiable Function Approximators: Z-Estimation and Inference Theory ICML 2022
Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022
On the Optimization Landscape of Neural Collapse under MSE Loss: Global Optimality with Unconstrained Features ICML 2022
On Numerical Integration in Neural Ordinary Differential Equations ICML 2022
An EF2X Allocation Protocol for Restricted Additive Valuations IJCAI 2022
Better Collective Decisions via Uncertainty Reduction IJCAI 2022
When Votes Change and Committees Should (Not) IJCAI 2022
Multi-Agent Intention Progression with Reward Machines IJCAI 2022
Representation Matters: Characterisation and Impossibility Results for Interval Aggregation IJCAI 2022
Group Wisdom at a Price: Jury Theorems with Costly Information IJCAI 2022
Strategy Proof Mechanisms for Facility Location with Capacity Limits IJCAI 2022
On the Complexity of Calculating Approval-Based Winners in Candidates-Embedded Metrics IJCAI 2022
QCDCL with Cube Learning or Pure Literal Elimination - What is Best? IJCAI 2022
A Multivariate Complexity Analysis of Qualitative Reasoning Problems IJCAI 2022
The Egocentric Logic of Preferences IJCAI 2022
Revision by Comparison for Ranking Functions IJCAI 2022
Libra-CAM: An Activation-Based Attribution Based on the Linear Approximation of Deep Neural Nets and Threshold Calibration IJCAI 2022