Optimization

Min-Max Statistical Alignment for Transfer Learning CVPR 2019 MPD-AL: An Efficient Membrane Potential Driven Aggregate-Label Learning Algorithm for Spiking Neurons AAAI 2019 Nonconvex Matrix Factorization from Rank-One Measurements AISTATS 2019 Non-Convex Projected Gradient Descent for Generalized Low-Rank Tensor Regression JMLR 2019 Numerical Optimization to AI, and Back AAAI 2019 One-Shot Marginal MAP Inference in Markov Random Fields UAI 2019 One ticket to win them all: generalizing lottery ticket initializations across datasets and optimizers NeurIPS 2019 On Stabilizing Generative Adversarial Training With Noise CVPR 2019 On the Convergence of A Class of Adam-Type Algorithms for Non-Convex Optimization ICLR 2019 On the Dynamics of Gradient Descent for Autoencoders AISTATS 2019 Optimization of Inf-Convolution Regularized Nonconvex Composite Problems AISTATS 2019 Ouroboros: On Accelerating Training of Transformer-Based Language Models NeurIPS 2019 Parallel Optimal Transport GAN CVPR 2019 Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep Learning AAAI 2019 Photometric Mesh Optimization for Video-Aligned 3D Object Reconstruction CVPR 2019 Preconditioner on Matrix Lie Group for SGD ICLR 2019 Progressive Differentiable Architecture Search: Bridging the Depth Gap Between Search and Evaluation ICCV 2019 Quasi-hyperbolic momentum and Adam for deep learning ICLR 2019 Re2EMA: Regularized and Reinitialized Exponential Moving Average for Target Model Update in Object Tracking AAAI 2019 ReAl-LiFE: Accelerating the Discovery of Individualized Brain Connectomes on GPUs AAAI 2019 RecurJac: An Efficient Recursive Algorithm for Bounding Jacobian Matrix of Neural Networks and Its Applications AAAI 2019 Reflection Removal Using a Dual-Pixel Sensor CVPR 2019 Regularized Anderson Acceleration for Off-Policy Deep Reinforcement Learning NeurIPS 2019 Riemannian Adaptive Optimization Methods ICLR 2019 Robustness via Curvature Regularization, and Vice Versa CVPR 2019