Optimization

Transferring Knowledge via Neighborhood-Aware Optimal Transport for Low-Resource Hate Speech Detection AACL 2022 Transformer-based Transform Coding ICLR 2022 Transformers from an Optimization Perspective NeurIPS 2022 Transkimmer: Transformer Learns to Layer-wise Skim ACL 2022 Tree-based Node Aggregation in Sparse Graphical Models JMLR 2022 TRGP: Trust Region Gradient Projection for Continual Learning ICLR 2022 Truly Deterministic Policy Optimization NeurIPS 2022 TTOpt: A Maximum Volume Quantized Tensor Train-based Optimization and its Application to Reinforcement Learning NeurIPS 2022 Twist Decoding: Diverse Generators Guide Each Other EMNLP 2022 UDC: Unified DNAS for Compressible TinyML Models for Neural Processing Units NeurIPS 2022 Unbiased and Efficient Sampling of Dependency Trees EMNLP 2022 Uncoupled Learning Dynamics with $O(\log T)$ Swap Regret in Multiplayer Games NeurIPS 2022 UnderGrad: A Universal Black-Box Optimization Method with Almost Dimension-Free Convergence Rate Guarantees ICML 2022 Understanding and Increasing Efficiency of Frank-Wolfe Adversarial Training CVPR 2022 Understanding and mitigating the limitations of prioritized experience replay UAI 2022 Understanding approximate and unrolled dictionary learning for pattern recovery ICLR 2022 Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy ICML 2022 Understanding Gradient Descent on the Edge of Stability in Deep Learning ICML 2022 Understanding Programmatic Weak Supervision via Source-aware Influence Function NeurIPS 2022 Understanding Riemannian Acceleration via a Proximal Extragradient Framework COLT 2022 Understanding Robust Overfitting of Adversarial Training and Beyond ICML 2022 Understanding the Limits of Poisoning Attacks in Episodic Reinforcement Learning IJCAI 2022 Unified Optimal Transport Framework for Universal Domain Adaptation NeurIPS 2022 Uniform Stability for First-Order Empirical Risk Minimization COLT 2022 Unifying and Boosting Gradient-Based Training-Free Neural Architecture Search NeurIPS 2022