Optimization & Theory

Detached Error Feedback for Distributed SGD with Random Sparsification ICML 2022 Developing Prefix-Tuning Models for Hierarchical Text Classification EMNLP 2022 DF-ResNet: Boosting Speaker Verification Performance with Depth-First Design Interspeech 2022 DictFormer: Tiny Transformer with Shared Dictionary ICLR 2022 Differentiable Analog Quantum Computing for Optimization and Control NeurIPS 2022 Differentiable hierarchical and surrogate gradient search for spiking neural networks NeurIPS 2022 Differentially Private Learning with Margin Guarantees NeurIPS 2022 Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022 DiPS: Differentiable Policy for Sketching in Recommender Systems AAAI 2022 Discovering and Overcoming Limitations of Noise-engineered Data-free Knowledge Distillation NeurIPS 2022 Disentangling the Predictive Variance of Deep Ensembles through the Neural Tangent Kernel NeurIPS 2022 Distilled Gradient Aggregation: Purify Features for Input Attribution in the Deep Neural Network NeurIPS 2022 DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems AAAI 2022 Distributed Online Convex Optimization with Compressed Communication NeurIPS 2022 Distributed Optimization for Overparameterized Problems: Achieving Optimal Dimension Independent Communication Complexity NeurIPS 2022 Distributed Stochastic Gradient Descent: Nonconvexity, Nonsmoothness, and Convergence to Local Minima JMLR 2022 Distribution Consistent Neural Architecture Search CVPR 2022 Dite-HRNet: Dynamic Lightweight High-Resolution Network for Human Pose Estimation IJCAI 2022 Diverse Lottery Tickets Boost Ensemble from a Single Pretrained Model ACL 2022 Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and Method CVPR 2022 Does the Data Induce Capacity Control in Deep Learning? ICML 2022 Does the Geometry of the Data Control the Geometry of Neural Predictions? (Student Abstract) AAAI 2022 Do Feature Attribution Methods Correctly Attribute Features? AAAI 2022 Don’t Take It Literally: An Edit-Invariant Sequence Loss for Text Generation NAACL 2022 Do Residual Neural Networks discretize Neural Ordinary Differential Equations? NeurIPS 2022