gradient estimation

Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding EMNLP 2025 Understanding the Stability-based Generalization of Personalized Federated Learning ICLR 2025 Zeroth-Order Fine-Tuning of LLMs in Random Subspaces ICCV 2025 Accelerating Legacy Numerical Solvers by Non-intrusive Gradient-based Meta-solving ICML 2024 Countering the Communication Bottleneck in Federated Learning: A Highly Efficient Zero-Order Optimization Technique JMLR 2024 Data-Efficient Learning with Neural Programs NeurIPS 2024 DeepZero: Scaling Up Zeroth-Order Optimization for Deep Model Training ICLR 2024 Differentiable Quantum Computing for Large-scale Linear Control NeurIPS 2024 Dynamic Byzantine-Robust Learning: Adapting to Switching Byzantine Workers ICML 2024 Fault Tolerant ML: Efficient Meta-Aggregation and Synchronous Training ICML 2024 Freya PAGE: First Optimal Time Complexity for Large-Scale Nonconvex Finite-Sum Optimization with Heterogeneous Asynchronous Computations NeurIPS 2024 From Fourier to Neural ODEs: Flow Matching for Modeling Complex Systems ICML 2024 Fully Exploiting Every Real Sample: SuperPixel Sample Gradient Model Stealing CVPR 2024 GFlowNet Training by Policy Gradients ICML 2024 How Does Black-Box Impact the Learning Guarantee of Stochastic Compositional Optimization? NeurIPS 2024 Improving equilibrium propagation without weight symmetry through Jacobian homeostasis ICLR 2024 Occupancy-based Policy Gradient: Estimation, Convergence, and Optimality NeurIPS 2024 On Divergence Measures for Training GFlowNets NeurIPS 2024 One Forward is Enough for Neural Network Training via Likelihood Ratio Method ICLR 2024 On Estimating the Gradient of the Expected Information Gain in Bayesian Experimental Design AAAI 2024 OptEx: Expediting First-Order Optimization with Approximately Parallelized Iterations NeurIPS 2024 Pandora's Box: Towards Building Universal Attackers against Real-World Large Vision-Language Models NeurIPS 2024 Quantum Algorithm for Online Exp-concave Optimization ICML 2024 Quantum Algorithms for Non-smooth Non-convex Optimization NeurIPS 2024 ReLIZO: Sample Reusable Linear Interpolation-based Zeroth-order Optimization NeurIPS 2024