Optimization

Topology-aware Robust Optimization for Out-of-Distribution Generalization ICLR 2023 TopoOpt: Co-optimizing Network Topology and Parallelization Strategy for Distributed Training Jobs NSDI 2023 TO-Rawnet: Improving RawNet with TCN and Orthogonal Regularization for Fake Audio Detection Interspeech 2023 TorchOpt: An Efficient Library for Differentiable Optimization JMLR 2023 To Repeat or Not To Repeat: Insights from Scaling LLM under Token-Crisis NeurIPS 2023 TOT：Topology-Aware Optimal Transport for Multimodal Hate Detection AAAI 2023 Toward Efficient Gradient-Based Value Estimation ICML 2023 Toward Fairness in Text Generation via Mutual Information Minimization based on Importance Sampling AISTATS 2023 Toward Large Kernel Models ICML 2023 Towards Attack-tolerant Federated Learning via Critical Parameter Analysis ICCV 2023 Towards Better Decision Forests: Forest Alternating Optimization CVPR 2023 Towards Better Gradient Consistency for Neural Signed Distance Functions via Level Set Alignment CVPR 2023 Towards Compositional Adversarial Robustness: Generalizing Adversarial Training to Composite Semantic Perturbations CVPR 2023 Towards Constituting Mathematical Structures for Learning to Optimize ICML 2023 Towards convergence to Nash equilibria in two-team zero-sum games ICLR 2023 Towards Decision-Friendly AUC: Learning Multi-Classifier with AUCµ AAAI 2023 Towards Higher Pareto Frontier in Multilingual Machine Translation ACL 2023 Towards Inference Efficient Deep Ensemble Learning AAAI 2023 Towards One-shot Neural Combinatorial Solvers: Theoretical and Empirical Notes on the Cardinality-Constrained Case ICLR 2023 Towards Optimal Caching and Model Selection for Large Model Inference NeurIPS 2023 Towards Practical Plug-and-Play Diffusion Models CVPR 2023 Towards Practical Preferential Bayesian Optimization with Skew Gaussian Processes ICML 2023 Towards Robust Model Watermark via Reducing Parametric Vulnerability ICCV 2023 Towards Robustness Certification Against Universal Perturbations ICLR 2023 Towards Saner Deep Image Registration ICCV 2023