Optimization

Transformers, parallel computation, and logarithmic depth ICML 2024 TransFusion: Covariate-Shift Robust Transfer Learning for High-Dimensional Regression AISTATS 2024 Transition Constrained Bayesian Optimization via Markov Decision Processes NeurIPS 2024 Triadic-OCD: Asynchronous Online Change Detection with Provable Robustness, Optimality, and Convergence ICML 2024 Truncated Variance Reduced Value Iteration NeurIPS 2024 Trust Region Methods for Nonconvex Stochastic Optimization beyond Lipschitz Smoothness AAAI 2024 Trust Regions for Explanations via Black-Box Probabilistic Certification ICML 2024 TSDS: Data Selection for Task-Specific Model Finetuning NeurIPS 2024 Tübingen-CL at SemEval-2024 Task 1: Ensemble Learning for Semantic Relatedness Estimation SemEval 2024 TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks NeurIPS 2024 Tuning-Free Stochastic Optimization ICML 2024 Tuning Stable Rank Shrinkage: Aiming at the Overlooked Structural Risk in Fine-tuning CVPR 2024 Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data AAAI 2024 Turnstile ℓ_p leverage score sampling with applications ICML 2024 Turn Waste into Worth: Rectifying Top-k Router of MoE EMNLP 2024 Two Fists, One Heart: Multi-Objective Optimization Based Strategy Fusion for Long-tailed Learning ICML 2024 Two Heads Are Better Than One: Boosting Graph Sparse Training via Semantic and Topological Awareness ICML 2024 Two-Stage Evolutionary Reinforcement Learning for Enhancing Exploration and Exploitation AAAI 2024 Two-timescale Derivative Free Optimization for Performative Prediction with Markovian Data ICML 2024 Two-timescale Extragradient for Finding Local Minimax Points ICLR 2024 UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems NeurIPS 2024 UEGP: Unified Expert-Guided Pre-training for Knowledge Rekindle NAACL 2024 UFC-Net: Unrolling Fixed-point Continuous Network for Deep Compressive Sensing CVPR 2024 Unbalancedness in Neural Monge Maps Improves Unpaired Domain Translation ICLR 2024 Uncertainty informed optimal resource allocation with Gaussian process based Bayesian inference L4DC 2024