← Optimization & Theory
Machine Learning › Optimization & Theory ›

Optimization

14207 directly classified papers

Papers per year

Papers

Universal Post-Processing Networks for Joint Optimization of Modules in Task-Oriented Dialogue Systems AAAI 2025
Findings of the IWSLT 2025 Evaluation Campaign ACL 2025
Q-Mamba: Towards more efficient Mamba models via post-training quantization ACL 2025
NLP-Cimat at SemEval-2025 Task 11: Prompt Optimization for LLMs via Genetic Algorithms and Systematic Mutation applied on Emotion Detection ACL 2025
Balanced Adaptive Subspace Collaboration for Mixed Pareto-Lexicographic Multi-Objective Problems with Priority Levels AAAI 2025
Augmented Lagrangian Risk-constrained Reinforcement Learning for Portfolio Optimization (Student Abstract) AAAI 2025
Efficient and Robust Reinforcement Learning from Human Feedback AAAI 2025
Optimal Viewpoint Selection for Autonomous Photography Using Reinforcement Learning AAAI 2025
Curriculum Direct Preference Optimization for Diffusion and Consistency Models CVPR 2025
Certifying Bounds Propagation for Integer Multiplication Constraints AAAI 2025
Streamlining the Collaborative Chain of Models into A Single Forward Pass in Generation-Based Tasks ACL 2025
Tuning the Frequencies: Robust Training for Sinusoidal Neural Networks CVPR 2025
Improving Semi-Supervised Semantic Segmentation with Sliced-Wasserstein Feature Alignment and Uniformity CVPR 2025
KGCRR: An Effective Metric-Driven Knowledge Graph Completion Framework by Designing a Novel Upper Bound Function with Adaptive Approximation to Reciprocal Rank AAAI 2025
Length-Induced Embedding Collapse in PLM-based Models ACL 2025
Online Learning Defense against Iterative Jailbreak Attacks via Prompt Optimization AACL 2025
ContrastScore: Towards Higher Quality, Less Biased, More Efficient Evaluation Metrics with Contrastive Evaluation AACL 2025
Automated Fine-Grained Mixture-of-Experts Quantization ACL 2025
A Probabilistic Measure of Multi-Robot Connectivity and Ergodic Optimal Control RSS 2025
Safe Beyond the Horizon: Efficient Sampling-based MPC with Neural Control Barrier Functions RSS 2025
Bridging Model Predictive Control and Deep Learning for Scalable Reachability Analysis RSS 2025
Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach ACL 2025
Physics-Driven Data Generation for Contact-Rich Manipulation via Trajectory Optimization RSS 2025
Building Rome with Convex Optimization RSS 2025
FocalPO: Enhancing Preference Optimizing by Focusing on Correct Preference Rankings ACL 2025