neural network optimization

AIQViT: Architecture-Informed Post-Training Quantization for Vision Transformers AAAI 2025 Allowing Oscillation Quantization: Overcoming Solution Space Limitation in Low Bit-Width Quantization ICCV 2025 A Method for Enhancing Generalization of Adam by Multiple Integrations AAAI 2025 AMQ: Enabling AutoML for Mixed-precision Weight-Only Quantization of Large Language Models EMNLP 2025 A Multi-Power Law for Loss Curve Prediction Across Learning Rate Schedules ICLR 2025 AniGrad: Anisotropic Gradient-Adaptive Sampling for 3D Reconstruction From Monocular Video CVPR 2025 APHQ-ViT: Post-Training Quantization with Average Perturbation Hessian Based Reconstruction for Vision Transformers CVPR 2025 A Semantic-Aware Layer-Freezing Approach to Computation-Efficient Fine-Tuning of Language Models ACL 2025 Asymptotic Unbiased Sample Sampling to Speed Up Sharpness-Aware Minimization AAAI 2025 AutoCCL: Automated Collective Communication Tuning for Accelerating Distributed and Parallel DNN Training NSDI 2025 AutoLUT: LUT-Based Image Super-Resolution with Automatic Sampling and Adaptive Residual Learning CVPR 2025 Automated Superscalar Processor Design by Learning Data Dependencies IJCAI 2025 BeamLoRA: Beam-Constraint Low-Rank Adaptation ACL 2025 Better Embeddings with Coupled Adam ACL 2025 Beware of Calibration Data for Pruning Large Language Models ICLR 2025 Beyond Losses Reweighting: Empowering Multi-Task Learning via the Generalization Perspective ICCV 2025 Beyond Skip Connection: Pooling and Unpooling Design for Elimination Singularities AAAI 2025 BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference AAAI 2025 BitNet: 1-bit Pre-training for Large Language Models JMLR 2025 BSFA: Leveraging the Subspace Dichotomy to Accelerate Neural Network Training EMNLP 2025 CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning AAAI 2025 Client2Vec: Improving Federated Learning by Distribution Shifts Aware Client Indexing ICCV 2025 Complexity Experts are Task-Discriminative Learners for Any Image Restoration CVPR 2025 ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning ACL 2025 ConsNoTrainLoRA: Data-driven Weight Initialization of Low-rank Adapters using Constraints ICCV 2025