Optimization & Theory

Hardness of Noise-Free Learning for Two-Hidden-Layer Neural Networks NeurIPS 2022 HashFormers: Towards Vocabulary-independent Pre-trained Transformers EMNLP 2022 Hessian-Free High-Resolution Nesterov Acceleration For Sampling ICML 2022 Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit NeurIPS 2022 High-dimensional Asymptotics of Feature Learning: How One Gradient Step Improves the Representation NeurIPS 2022 High Probability Bounds for a Class of Nonconvex Algorithms with AdaGrad Stepsize ICLR 2022 Hindsight Network Credit Assignment: Efficient Credit Assignment in Networks of Discrete Stochastic Units AAAI 2022 HNO: High-Order Numerical Architecture for ODE-Inspired Deep Unfolding Networks AAAI 2022 HODEC: Towards Efficient High-Order DEcomposed Convolutional Neural Networks CVPR 2022 HoD-Net: High-Order Differentiable Deep Neural Networks and Applications AAAI 2022 Holomorphic Equilibrium Propagation Computes Exact Gradients Through Finite Size Oscillations NeurIPS 2022 How and When Random Feedback Works: A Case Study of Low-Rank Matrix Factorization AISTATS 2022 How General-Purpose Is a Language Model? Usefulness and Safety with Human Prompters in the Wild AAAI 2022 How Much More Data Do I Need? Estimating Requirements for Downstream Tasks CVPR 2022 How Powerful are K-hop Message Passing Graph Neural Networks NeurIPS 2022 How Sampling Impacts the Robustness of Stochastic Neural Networks NeurIPS 2022 How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity ICML 2022 How Well Do Sparse ImageNet Models Transfer? CVPR 2022 HW-TSC’s Submission for the WMT22 Efficiency Task EMNLP 2022 Hybrid Neural Networks for On-Device Directional Hearing AAAI 2022 Hyperverlet: A Symplectic Hypersolver for Hamiltonian Systems AAAI 2022 I AM A.I. Gradient Descent – an Open-Source Digital Game for Inquiry-Based CLIL Learning AAAI 2022 Identifying good directions to escape the NTK regime and efficiently learn low-degree plus sparse polynomials NeurIPS 2022 Image Based Reconstruction of Liquids From 2D Surface Detections CVPR 2022 Imbalance Trouble: Revisiting Neural-Collapse Geometry NeurIPS 2022