Neural Network Optimization

Convex and Non-convex Optimization Under Generalized Smoothness NeurIPS 2023 Cost-effective Artificial Neural Networks IJCAI 2023 Couplformer: Rethinking Vision Transformer With Coupling Attention WACV 2023 CowClip: Reducing CTR Prediction Model Training Time from 12 Hours to 10 Minutes on 1 GPU AAAI 2023 Critical Learning Periods for Multisensory Integration in Deep Networks CVPR 2023 Critical Points and Convergence Analysis of Generative Deep Linear Networks Trained with Bures-Wasserstein Loss ICML 2023 DATT: Deep Adaptive Trajectory Tracking for Quadrotor Control CoRL 2023 Decentralized Learning: Theoretical Optimality and Practical Improvements JMLR 2023 Decentralized SGD and Average-direction SAM are Asymptotically Equivalent ICML 2023 Decoder Tuning: Efficient Language Understanding as Decoding ACL 2023 Deep Equilibrium Non-Autoregressive Sequence Learning ACL 2023 Deep Learning meets Nonparametric Regression: Are Weight-Decayed DNNs Locally Adaptive? ICLR 2023 Deep linear networks can benignly overfit when shallow ones do JMLR 2023 Deeply Supervised Curriculum Learning for Deep Neural Network-based Sound Source Localization Interspeech 2023 Deep Reinforcement Learning with Plasticity Injection NeurIPS 2023 Deep Transformers without Shortcuts: Modifying Self-attention for Faithful Signal Propagation ICLR 2023 Demystify the Gravity Well in the Optimization Landscape (Student Abstract) AAAI 2023 Depth Separation with Multilayer Mean-Field Networks ICLR 2023 Deterministic Nonsmooth Nonconvex Optimization COLT 2023 DialCoT Meets PPO: Decomposing and Exploring Reasoning Paths in Smaller Language Models EMNLP 2023 Differentiable Economics for Randomized Affine Maximizer Auctions IJCAI 2023 Differentiable Sampling of Categorical Distributions Using the CatLog-Derivative Trick NeurIPS 2023 Differentially Private Image Classification by Learning Priors from Random Processes NeurIPS 2023 Diffuser: Efficient Transformers with Multi-Hop Attention Diffusion for Long Sequences AAAI 2023 DINER: Disorder-Invariant Implicit Neural Representation CVPR 2023