Mathematics & Optimization

From block-Toeplitz matrices to differential equations on graphs: towards a general theory for scalable masked Transformers ICML 2022 From Gradient Flow on Population Loss to Learning with Stochastic Gradient Descent NeurIPS 2022 From Hyperbolic Geometry Back to Word Embeddings ACL 2022 From Sampling to Optimization on Discrete Domains with Applications to Determinant Maximization COLT 2022 FuDGE: A Method to Estimate a Functional Differential Graph in a High-Dimensional Setting JMLR 2022 Fully Automatic Balance between Directivity Factor and White Noise Gain for Large-scale Microphone Arrays in Diffuse Noise Fields Interspeech 2022 Fully-Connected Network on Noncompact Symmetric Space and Ridgelet Transform based on Helgason-Fourier Analysis ICML 2022 Functional Linear Regression with Mixed Predictors JMLR 2022 Functional Output Regression with Infimal Convolution: Exploring the Huber and $ε$-insensitive Losses ICML 2022 Fundamental limits for rank-one matrix estimation with groupwise heteroskedasticity AISTATS 2022 Fused Orthogonal Alternating Least Squares for Tensor Clustering NeurIPS 2022 G$^2$CN: Graph Gaussian Convolution Networks with Concentrated Graph Filters ICML 2022 GAGA: Deciphering Age-path of Generalized Self-paced Regularizer NeurIPS 2022 Game Balancing in Dominion: An Approach to Identifying Problematic Game Elements AAAI 2022 Game Design for Better Security of Combination Locks AAAI 2022 Game Redesign in No-regret Game Playing IJCAI 2022 Gardner formula for Ising perceptron models at small densities COLT 2022 GAR: Generalized Autoregression for Multi-Fidelity Fusion NeurIPS 2022 Gaussian Process Parameter Estimation Using Mini-batch Stochastic Gradient Descent: Convergence Guarantees and Empirical Benefits JMLR 2022 General Cutting Planes for Bound-Propagation-Based Neural Network Verification NeurIPS 2022 Generalised Implicit Neural Representations NeurIPS 2022 Generalization Bounds for Data-Driven Numerical Linear Algebra COLT 2022 Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization NeurIPS 2022 Generalized Bayesian quadrature with spectral kernels UAI 2022 Generalized Kernel Thinning ICLR 2022