Neural Network Optimization

MLAS-LoRA: Language-Aware Parameters Detection and LoRA-Based Knowledge Transfer for Multilingual Machine Translation ACL 2025 ModRWKV: Transformer Multimodality in Linear Time EMNLP 2025 Modular Duality in Deep Learning ICML 2025 Monitoring Primitive Interactions During the Training of DNNs AAAI 2025 MossNet: Mixture of State-Space Experts is a Multi-Head Attention IJCNLP 2025 MotionLab: Unified Human Motion Generation and Editing via the Motion-Condition-Motion Paradigm ICCV 2025 MT2ST: Adaptive Multi-Task to Single-Task Learning ACL 2025 Multi-View 3D Human Pose Estimation with Weakly Synchronized Images AAAI 2025 MUZO: Leveraging Multiple Queries and Momentum for Zeroth-Order Fine-Tuning of Large Language Models EMNLP 2025 NADER: Neural Architecture Design via Multi-Agent Collaboration CVPR 2025 NAIST Simultaneous Speech Translation System for IWSLT 2025 ACL 2025 Natural Perturbations for Black-box Training of Neural Networks by Zeroth-Order Optimization ICML 2025 Near-optimal Sketchy Natural Gradients for Physics-Informed Neural Networks ICML 2025 NegMerge: Sign-Consensual Weight Merging for Machine Unlearning ICML 2025 NeKo: Cross-Modality Post-Recognition Error Correction with Tasks-Guided Mixture-of-Experts Language Model ACL 2025 Network Sparsity Unlocks the Scaling Potential of Deep Reinforcement Learning ICML 2025 Neural Approximate Mirror Maps for Constrained Diffusion Models ICLR 2025 Neural Collapse Beyond the Unconstrained Features Model: Landscape, Dynamics, and Generalization in the Mean-Field Regime ICML 2025 Neural Continuous-Time Supermartingale Certificates AAAI 2025 Neural Discovery in Mathematics: Do Machines Dream of Colored Planes? ICML 2025 Neural Exploratory Landscape Analysis for Meta-Black-Box-Optimization ICLR 2025 Neural Graph Map: Dense Mapping with Efficient Loop Closure Integration WACV 2025 Neural Operators Can Play Dynamic Stackelberg Games JMLR 2025 Neural Variable-Order Fractional Differential Equation Networks AAAI 2025 NeuronMerge: Merging Models via Functional Neuron Groups ACL 2025