Optimization

Data, Data Everywhere: A Guide for Pretraining Dataset Construction EMNLP 2024 Data Distillation Can Be Like Vodka: Distilling More Times For Better Quality ICLR 2024 Data Diversity Matters for Robust Instruction Tuning EMNLP 2024 Data driven verification of positive invariant sets for discrete, nonlinear systems L4DC 2024 Data-efficient, explainable and safe box manipulation: Illustrating the advantages of physical priors in model-predictive control L4DC 2024 Data-flow Availability: Achieving Timing Assurance in Autonomous Systems OSDI 2024 Dataset Decomposition: Faster LLM Training with Variable Sequence Length Curriculum NeurIPS 2024 DataSP: A Differential All-to-All Shortest Path Algorithm for Learning Costs and Predicting Paths with Context UAI 2024 Data subsampling for Poisson regression with pth-root-link NeurIPS 2024 Data Summarization via Bilevel Optimization JMLR 2024 DCLP: Neural Architecture Predictor with Curriculum Contrastive Learning AAAI 2024 D-CPT Law: Domain-specific Continual Pre-Training Scaling Law for Large Language Models NeurIPS 2024 Dealing with Numeric and Metric Time Constraints in PDDL3 via Compilation to Numeric Planning AAAI 2024 DeBERTa Beats Behemoths: A Comparative Analysis of Fine-Tuning, Prompting, and PEFT Approaches on LegalLensNER EMNLP 2024 Decentralized Convex Finite-Sum Optimization with Better Dependence on Condition Numbers ICML 2024 Decentralized Gradient-Free Methods for Stochastic Non-smooth Non-convex Optimization AAAI 2024 Decentralized Multi-Level Compositional Optimization Algorithms with Level-Independent Convergence Rate AISTATS 2024 Decentralized Sum-of-Nonconvex Optimization AAAI 2024 Decision boundary learning for safe vision-based navigation via Hamilton-Jacobi reachability analysis and support vector machine L4DC 2024 Decision-Focused Evaluation of Worst-Case Distribution Shift UAI 2024 Decision-Focused Learning with Directional Gradients NeurIPS 2024 Decision-Making for Land Conservation: A Derivative-Free Optimization Framework with Nonlinear Inputs AAAI 2024 Decoder-only Architecture for Streaming End-to-end Speech Recognition Interspeech 2024 Decoding-time Realignment of Language Models ICML 2024 Decomposed Diffusion Sampler for Accelerating Large-Scale Inverse Problems ICLR 2024