convergence analysis

Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis ICLR 2024 CausalLM is not optimal for in-context learning ICLR 2024 Compressed and distributed least-squares regression: convergence rates with applications to federated learning JMLR 2024 Constrained Bi-Level Optimization: Proximal Lagrangian Value Function Approach and Hessian-free Algorithm ICLR 2024 Convergence Analysis of Inexact Over-relaxed ADMM via Dissipativity Theory ACML 2024 Convergence Analysis of Split Federated Learning on Heterogeneous Data NeurIPS 2024 Convergence for nonconvex ADMM, with applications to CT imaging JMLR 2024 Convergence guarantees for adaptive model predictive control with kinky inference L4DC 2024 Convergence of Message-Passing Graph Neural Networks with Generic Aggregation on Large Random Graphs JMLR 2024 CoVO-MPC: Theoretical analysis of sampling-based MPC and optimal covariance design L4DC 2024 Deep Learning for Computing Convergence Rates of Markov Chains NeurIPS 2024 Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD NeurIPS 2024 Dual Cone Gradient Descent for Training Physics-Informed Neural Networks NeurIPS 2024 EControl: Fast Distributed Optimization with Compression and Error Control ICLR 2024 Efficient Federated Learning against Heterogeneous and Non-stationary Client Unavailability NeurIPS 2024 Evaluating the design space of diffusion-based generative models NeurIPS 2024 Fisher information dissipation for time-inhomogeneous stochastic differential equations JMLR 2024 Fundamental Convergence Analysis of Sharpness-Aware Minimization NeurIPS 2024 Great Minds Think Alike: The Universal Convergence Trend of Input Salience NeurIPS 2024 Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning NeurIPS 2024 Hierarchical Global Asynchronous Federated Learning Across Multi-Center ACML 2024 How does PDE order affect the convergence of PINNs? NeurIPS 2024 Lisa: Lazy Safety Alignment for Large Language Models against Harmful Fine-tuning Attack NeurIPS 2024 Mentored Learning: Improving Generalization and Convergence of Student Learner JMLR 2024 Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-Loop and Hessian-Free Solution Strategy ICML 2024