loss landscape

Neural Collapse Beyond the Unconstrained Features Model: Landscape, Dynamics, and Generalization in the Mean-Field Regime ICML 2025 Paths and Ambient Spaces in Neural Loss Landscapes AISTATS 2025 Revisiting Mode Connectivity in Neural Networks with Bezier Surface ICLR 2025 SAMO: A Lightweight Sharpness-Aware Approach for Multi-Task Optimization with Joint Global-Local Perturbation ICCV 2025 Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes CVPR 2025 Sharpness-Aware Minimization: General Analysis and Improved Rates ICLR 2025 Sharpness-aware Zeroth-order Optimization for Graph Transformers IJCAI 2025 The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation CVPR 2025 The Local Learning Coefficient: A Singularity-Aware Complexity Measure AISTATS 2025 Understanding Optimization in Deep Learning with Central Flows ICLR 2025 Understanding the Logic of Direct Preference Alignment through Logic ICML 2025 Understanding Warmup-Stable-Decay Learning Rates: A River Valley Loss Landscape View ICLR 2025 A Single-Step, Sharpness-Aware Minimization is All You Need to Achieve Efficient and Accurate Sparse Training NeurIPS 2024 Challenges in Training PINNs: A Loss Landscape Perspective ICML 2024 Cross-modal Representation Flattening for Multi-modal Domain Generalization NeurIPS 2024 CR-SAM: Curvature Regularized Sharpness-Aware Minimization AAAI 2024 Efficient Sharpness-Aware Minimization for Molecular Graph Transformer Models ICLR 2024 Exploring and Exploiting the Asymmetric Valley of Deep Neural Networks NeurIPS 2024 Exponential Hardness of Optimization from the Locality in Quantum Neural Networks AAAI 2024 Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning CVPR 2024 Generalization Measures for Zero-Shot Cross-Lingual Transfer EMNLP 2024 How Good is a Single Basin? AISTATS 2024 How Sparse Can We Prune A Deep Network: A Fundamental Limit Perspective NeurIPS 2024 Improving Visual Prompt Tuning by Gaussian Neighborhood Minimization for Long-Tailed Visual Recognition NeurIPS 2024 Initializing Services in Interactive ML Systems for Diverse Users NeurIPS 2024