neural network optimization

HotSpot: Signed Distance Function Optimization with an Asymptotically Sufficient Condition CVPR 2025 How Does Critical Batch Size Scale in Pre-training? ICLR 2025 Hyper-Connections ICLR 2025 HyperNet Fields: Efficiently Training Hypernetworks without Ground Truth by Learning Weight Trajectories CVPR 2025 HyPiDecoder: Hybrid Pixel Decoder for Efficient Segmentation and Detection ICCV 2025 ICP: Immediate Compensation Pruning for Mid-to-high Sparsity CVPR 2025 Improving Deep Learning Speed and Performance Through Synaptic Neural Balance AAAI 2025 Improving Generalization of Deep Neural Networks by Optimum Shifting AAAI 2025 Injecting Imbalance Sensitivity for Multi-Task Learning IJCAI 2025 Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking ACL 2025 Integrating Independent Layer-Wise Rank Selection with Low-Rank SVD Training for Model Compression: A Theory-Driven Approach IJCAI 2025 Interactive Training: Feedback-Driven Neural Network Optimization EMNLP 2025 KP-PINNs: Kernel Packet Accelerated Physics Informed Neural Networks IJCAI 2025 LeanQuant: Accurate and Scalable Large Language Model Quantization with Loss-error-aware Grid ICLR 2025 Learning Dynamics of Deep Matrix Factorization Beyond the Edge of Stability ICLR 2025 Learning Physics Informed Neural ODEs with Partial Measurements AAAI 2025 Let’s Focus on Neuron: Neuron-Level Supervised Fine-tuning for Large Language Model COLING 2025 Leveraging Flatness to Improve Information-Theoretic Generalization Bounds for SGD ICLR 2025 LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation EMNLP 2025 Local Loss Optimization in the Infinite Width: Stable Parameterization of Predictive Coding Networks and Target Propagation ICLR 2025 LoRA-MGPO: Mitigating Double Descent in Low-Rank Adaptation via Momentum-Guided Perturbation Optimization EMNLP 2025 LoRA-Pro: Are Low-Rank Adapters Properly Optimized? ICLR 2025 Low-Rank Interconnected Adaptation across Layers ACL 2025 LSSF: Safety Alignment for Large Language Models through Low-Rank Safety Subspace Fusion ACL 2025 Maximizing the Effectiveness of Larger BERT Models for Compression ACL 2025