Neural Network Optimization

TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting ICLR 2025 Tuning the Frequencies: Robust Training for Sinusoidal Neural Networks CVPR 2025 Two-Timescale Critic-Actor for Average Reward MDPs with Function Approximation AAAI 2025 u-μP: The Unit-Scaled Maximal Update Parametrization ICLR 2025 UCSC at SemEval-2025 Task 8: Question Answering over Tabular Data SemEval 2025 Ultra-High Resolution Segmentation via Boundary-Enhanced Patch-Merging Transformer AAAI 2025 Uncertainty-Aware Gradient Stabilization for Small Object Detection ICCV 2025 Understanding and Mitigating Bottlenecks of State Space Models through the Lens of Recency and Over-smoothing ICLR 2025 Understanding Optimization in Deep Learning with Central Flows ICLR 2025 Understanding Sharpness Dynamics in NN Training with a Minimalist Example: The Effects of Dataset Difficulty, Depth, Stochasticity, and More ICML 2025 Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism EMNLP 2025 Understanding the RoPE Extensions of Long-Context LLMs: An Attention Perspective COLING 2025 Understanding Warmup-Stable-Decay Learning Rates: A River Valley Loss Landscape View ICLR 2025 Unfolding-Associative Encoder-Decoder Network with Progressive Alignment for Pansharpening ICCV 2025 UniMath-CoT: A Unified Framework for Multimodal Mathematical Reasoning with Re-Inference Affirmation EMNLP 2025 Universal Sharpness Dynamics in Neural Network Training: Fixed Point Analysis, Edge of Stability, and Route to Chaos ICLR 2025 Unlocking Efficient, Scalable, and Continual Knowledge Editing with Basis-Level Representation Fine-Tuning ICLR 2025 Unlocking the Power of LSTM for Long Term Time Series Forecasting AAAI 2025 Untie the Knots: An Efficient Data Augmentation Strategy for Long-Context Pre-Training in Language Models ACL 2025 Unveiling the Secret Recipe: A Guide For Supervised Fine-Tuning Small LLMs ICLR 2025 Value Residual Learning ACL 2025 Variance Sensitivity Induces Attention Entropy Collapse and Instability in Transformers EMNLP 2025 Verbosity-Aware Rationale Reduction: Sentence-Level Rationale Reduction for Efficient and Effective Reasoning ACL 2025 VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs EMNLP 2025 VI^3NR: Variance Informed Initialization for Implicit Neural Representations CVPR 2025