Optimization

Convex Relaxations of ReLU Neural Networks Approximate Global Optima in Polynomial Time ICML 2024 convSeq: Fast and Scalable Method for Detecting Patterns in Spike Data ICML 2024 Cooperative Graph Neural Networks ICML 2024 CORE-BEHRT: A Carefully Optimized and Rigorously Evaluated BEHRT MLHC 2024 Correct and Optimal: The Regular Expression Inference Challenge IJCAI 2024 Correcting Diffusion Generation through Resampling CVPR 2024 CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks ICML 2024 Cost-aware Bayesian Optimization via the Pandora's Box Gittins Index NeurIPS 2024 Cost-efficient Knowledge-based Question Answering with Large Language Models NeurIPS 2024 Coupled Confusion Correction: Learning from Crowds with Sparse Annotations AAAI 2024 CPP-Net: Embracing Multi-Scale Feature Fusion into Deep Unfolding CP-PPA Network for Compressive Sensing CVPR 2024 CQIL: Inference Latency Optimization with Concurrent Computation of Quasi-Independent Layers ACL 2024 Criterion Collapse and Loss Distribution Control ICML 2024 CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning ECCV 2024 CRONOS: Enhancing Deep Learning with Scalable GPU Accelerated Convex Neural Networks NeurIPS 2024 CR-SAM: Curvature Regularized Sharpness-Aware Minimization AAAI 2024 CryoRL: Reinforcement Learning Enables Efficient Cryo-EM Data Collection WACV 2024 CURATRON: Complete and Robust Preference Data for Rigorous Alignment of Large Language Models NAACL 2024 Curriculum Learning for Small Code Language Models ACL 2024 Customized Subgraph Selection and Encoding for Drug-drug Interaction Prediction NeurIPS 2024 Cylindrical Thompson Sampling for High-Dimensional Bayesian Optimization AISTATS 2024 D^4: Dataset Distillation via Disentangled Diffusion Model CVPR 2024 DAG-Informed Structure Learning from Multi-Dimensional Point Processes JMLR 2024 DANCE: Dual-View Distribution Alignment for Dataset Condensation IJCAI 2024 DATA-CUBE: Data Curriculum for Instruction-based Sentence Representation Learning ACL 2024