Optimization

Offline Training of Language Model Agents with Functions as Learnable Weights ICML 2024 Off-policy Evaluation Beyond Overlap: Sharp Partial Identification Under Smoothness ICML 2024 On f-Divergence Principled Domain Adaptation: An Improved Framework NeurIPS 2024 On Accelerating Diffusion-Based Sampling Processes via Improved Integration Approximation ICLR 2024 On a Neural Implementation of Brenier’s Polar Factorization ICML 2024 On Convergence in Wasserstein Distance and f-divergence Minimization Problems AISTATS 2024 On Convergence of Adam for Stochastic Optimization under Relaxed Assumptions NeurIPS 2024 On Discrete Prompt Optimization for Diffusion Models ICML 2024 On Divergence Measures for Training GFlowNets NeurIPS 2024 On Efficient and Scalable Computation of the Nonparametric Maximum Likelihood Estimator in Mixture Models JMLR 2024 One Sample Fits All: Approximating All Probabilistic Values Simultaneously and Efficiently NeurIPS 2024 One-Shot Safety Alignment for Large Language Models via Optimal Dualization NeurIPS 2024 One-Step Forward and Backtrack: Overcoming Zig-Zagging in Loss-Aware Quantization Training AAAI 2024 One-step Spiking Transformer with a Linear Complexity IJCAI 2024 On Estimating the Gradient of the Expected Information Gain in Bayesian Experimental Design AAAI 2024 On Finding Small Hyper-Gradients in Bilevel Optimization: Hardness Results and Improved Analysis COLT 2024 Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient Methods AISTATS 2024 Online bipartite matching with imperfect advice ICML 2024 Online Control with Adversarial Disturbance for Continuous-time Linear Systems NeurIPS 2024 Online Convex Optimisation: The Optimal Switching Regret for all Segmentations Simultaneously NeurIPS 2024 Online Learning in Betting Markets: Profit versus Prediction ICML 2024 Online Learning in Contextual Second-Price Pay-Per-Click Auctions AISTATS 2024 Online Learning of Capacity-Based Preference Models IJCAI 2024 Online Learning under Budget and ROI Constraints via Weak Adaptivity ICML 2024 Online Learning with Sublinear Best-Action Queries NeurIPS 2024