Optimization & Theory

ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting ICCV 2021 Rethinking BiSeNet for Real-Time Semantic Segmentation CVPR 2021 Rethinking Channel Dimensions for Efficient Model Design CVPR 2021 Rethinking the Variational Interpretation of Accelerated Optimization Methods NeurIPS 2021 Rethink the Connections among Generalization, Memorization, and the Spectral Bias of DNNs IJCAI 2021 Revealing the Structure of Deep Neural Networks via Convex Duality ICML 2021 Reverse engineering learned optimizers reveals known and novel mechanisms NeurIPS 2021 Revisiting Knowledge Distillation: An Inheritance and Exploration Framework CVPR 2021 Revisiting the Role of Euler Numerical Integration on Acceleration and Stability in Convex Optimization AISTATS 2021 Revisiting Weight Initialization of Deep Neural Networks ACML 2021 ReZero is all you need: fast convergence at large depth UAI 2021 Rich Features for Perceptual Quality Assessment of UGC Videos CVPR 2021 Riggable 3D Face Reconstruction via In-Network Optimization CVPR 2021 Right for Better Reasons: Training Differentiable Models by Constraining their Influence Functions AAAI 2021 RMSprop converges with proper hyper-parameter ICLR 2021 Robust Model Compression Using Deep Hypotheses AAAI 2021 RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening CVPR 2021 Robust Optimization for Multilingual Translation with Imbalanced Data NeurIPS 2021 ROSITA: Refined BERT cOmpreSsion with InTegrAted techniques AAAI 2021 RPSRNet: End-to-End Trainable Rigid Point Set Registration Network Using Barnes-Hut 2D-Tree Representation CVPR 2021 RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices AAAI 2021 SA-BNN: State-Aware Binary Neural Network AAAI 2021 SACoD: Sensor Algorithm Co-Design Towards Efficient CNN-Powered Intelligent PhlatCam ICCV 2021 SBO-RNN: Reformulating Recurrent Neural Networks via Stochastic Bilevel Optimization NeurIPS 2021 Scalable Differential Privacy With Sparse Network Finetuning CVPR 2021