Optimization & Theory

Impact of Evaluation Methodologies on Code Summarization ACL 2022 Implicit Bias of Linear Equivariant Networks ICML 2022 Implicit Bias of the Step Size in Linear Diagonal Neural Networks ICML 2022 Implicit Feature Decoupling With Depthwise Quantization CVPR 2022 Implicit Gradient Alignment in Distributed and Federated Learning AAAI 2022 Implicit Regularization or Implicit Conditioning? Exact Risk Trajectories of SGD in High Dimensions NeurIPS 2022 Implicit Regularization with Polynomial Growth in Deep Tensor Factorization ICML 2022 IMPLI: Investigating NLI Models’ Performance on Figurative Language ACL 2022 Improved Bounds on Neural Complexity for Representing Piecewise Linear Functions NeurIPS 2022 Improved Evaluation of Automatic Source Code Summarisation EMNLP 2022 Improved techniques for deterministic l2 robustness NeurIPS 2022 Improved Utility Analysis of Private CountSketch NeurIPS 2022 Improving Generalization of Pre-trained Language Models via Stochastic Weight Averaging EMNLP 2022 Improving Neural Ordinary Differential Equations with Nesterov's Accelerated Gradient Method NeurIPS 2022 Improving Sharpness-Aware Minimization with Fisher Mask for Better Generalization on Language Models EMNLP 2022 Increasing the Diversity of Deep Generative Models AAAI 2022 Individual Fairness Guarantees for Neural Networks IJCAI 2022 Inductive Bias of Multi-Channel Linear Convolutional Networks with Bounded Weight Norm COLT 2022 Inductive Matrix Completion: No Bad Local Minima and a Fast Algorithm ICML 2022 Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity ICML 2022 Input-Specific Robustness Certification for Randomized Smoothing AAAI 2022 Instance-Aware Dynamic Neural Network Quantization CVPR 2022 Interlocking Backpropagation: Improving depthwise model-parallelism JMLR 2022 Interpreting Operation Selection in Differentiable Architecture Search: A Perspective from Influence-Directed Explanations NeurIPS 2022 Intriguing Properties of Compression on Multilingual Models EMNLP 2022