Optimization & Theory

Orthogonal Over-Parameterized Training CVPR 2021 OTA: Optimal Transport Assignment for Object Detection CVPR 2021 Outside Computation with Superior Functions NAACL 2021 Overfitting the Data: Compact Neural Video Delivery via Content-Aware Feature Modulation ICCV 2021 Overparameterisation and worst-case generalisation: friend or foe? ICLR 2021 Overparameterization Improves Robustness to Covariate Shift in High Dimensions NeurIPS 2021 Parameter-Efficient Transfer Learning with Diff Pruning ACL 2021 Parametric Complexity Bounds for Approximating PDEs with Neural Networks NeurIPS 2021 PARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognition NeurIPS 2021 Particle Dual Averaging: Optimization of Mean Field Neural Network with Global Convergence Rate Analysis NeurIPS 2021 Passive Inter-Photon Imaging CVPR 2021 PatchmatchNet: Learned Multi-View Patchmatch Stereo CVPR 2021 Patch-VQ: 'Patching Up' the Video Quality Problem CVPR 2021 Penalty Method for Inversion-Free Deep Bilevel Optimization ACML 2021 Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing CVPR 2021 Perception Score: A Learned Metric for Open-ended Text Generation Evaluation AAAI 2021 Permute, Quantize, and Fine-Tune: Efficient Compression of Neural Networks CVPR 2021 PET: Optimizing Tensor Programs with Partially Equivalent Transformations and Automated Corrections OSDI 2021 PHEW : Constructing Sparse Networks that Learn Fast and Generalize Well without Training Data ICML 2021 PhySG: Inverse Rendering With Spherical Gaussians for Physics-Based Material Editing and Relighting CVPR 2021 Physics-Informed Deep Learning for Traffic State Estimation: A Hybrid Paradigm Informed By Second-Order Traffic Models AAAI 2021 Piper: Multidimensional Planner for DNN Parallelization NeurIPS 2021 PML: Progressive Margin Loss for Long-Tailed Age Classification CVPR 2021 Polka Lines: Learning Structured Illumination and Reconstruction for Active Stereo CVPR 2021 Positional Encoding As Spatial Inductive Bias in GANs CVPR 2021