neural network optimization

ParaDySe: A Parallel Strategy Switching Framework for Dynamic Sequences in Transformer-based Large Language Models AAAI 2026 Quiet Feature Learning in Algorithmic Tasks AAAI 2026 Reconcile Gradient Modulation for Harmony Multimodal Learning AAAI 2026 Sparse-vDiT: Unleashing the Power of Sparse Attention to Accelerate Video Diffusion Transformers AAAI 2026 Specification-Guided Reinforcement Learning AAAI 2026 SpikingIR: A Novel Converted Spiking Neural Network for Efficient Image Restoration AAAI 2026 Steering Pretrained Drafters During Speculative Decoding AAAI 2026 Temporal Dynamics Enhancer for Directly Trained Spiking Object Detectors AAAI 2026 Transformers in Pseudo-Random Number Generation: A Dual Perspective on Theory and Practice AAAI 2026 1+1>2: A Synergistic Sparse and Low-Rank Compression Method for Large Language Models EMNLP 2025 A 0-Shot Self-Attention Mechanism for Accelerated Diagonal Attention WACV 2025 Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition CVPR 2025 Accelerating Large Language Model Pretraining via LFR Pedagogy: Learn, Focus, and Review CoNLL 2025 Accelerating Training with Neuron Interaction and Nowcasting Networks ICLR 2025 Achieving Speed-Accuracy Balance in Vision-based 3D Occupancy Prediction via Geometric-Semantic Disentanglement AAAI 2025 A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training CVPR 2025 A Coefficient Makes SVRG Effective ICLR 2025 Adapting Dense Matching for Homography Estimation with Grid-based Acceleration CVPR 2025 Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Networks AAAI 2025 Adaptive Dropout: Unleashing Dropout across Layers for Generalizable Image Super-Resolution CVPR 2025 Adaptive Methods through the Lens of SDEs: Theoretical Insights on the Role of Noise ICLR 2025 Adaptive Non-Uniform Timestep Sampling for Accelerating Diffusion Model Training CVPR 2025 AdaR: An Adaptive Gradient Method with Cyclical Restarting of Moment Estimations IJCAI 2025 A Formal Framework for Understanding Length Generalization in Transformers ICLR 2025 A Hybrid Framework for Airfoil Optimization: Combining PINNs and Genetic Algorithm (Student Abstract) AAAI 2025