Neural Networks

Minimax Optimal Deep Neural Network Classifiers Under Smooth Decision Boundary JMLR 2025 MIRE: Matched Implicit Neural Representations CVPR 2025 Misogynistic Meme Detection in Dravidian Languages Using Kolmogorov Arnold-based Networks NAACL 2025 Mixture-of-Clustered-Experts: Advancing Expert Specialization and Generalization in Instruction Tuning EMNLP 2025 Mixture of Experts as Representation Learner for Deep Multi-View Clustering AAAI 2025 Mixture of Experts Provably Detect and Learn the Latent Cluster Structure in Gradient-Based Learning ICML 2025 Mixture of Lookup Experts ICML 2025 Mixture of Ordered Scoring Experts for Cross-prompt Essay Trait Scoring ACL 2025 MLC-NC: Long-Tailed Multi-Label Image Classification Through the Lens of Neural Collapse AAAI 2025 MLPs Learn In-Context on Regression and Classification Tasks ICLR 2025 MMDEND: Dendrite-Inspired Multi-Branch Multi-Compartment Parallel Spiking Neuron for Sequence Modeling ACL 2025 MMOne: Representing Multiple Modalities in One Scene ICCV 2025 MM-Tracker: Motion Mamba for UAV-platform Multiple Object Tracking AAAI 2025 MNLP@DravidianLangTech 2025: A Deep Multimodal Neural Network for Hate Speech Detection in Dravidian Languages NAACL 2025 MobileIE: An Extremely Lightweight and Effective ConvNet for Real-Time Image Enhancement on Mobile Devices ICCV 2025 MobileMamba: Lightweight Multi-Receptive Visual Mamba Network CVPR 2025 Modeling dynamic social vision highlights gaps between deep learning and humans ICLR 2025 Modeling Language Learning in Corrective Feedback Interactions EMNLP 2025 Modeling Multi-Task Model Merging as Adaptive Projective Gradient Descent ICML 2025 Modeling Tactics as Operators: Effect-Grounded Representations for Lean Theorem Proving EMNLP 2025 Model merging with SVD to tie the Knots ICLR 2025 Models of Heavy-Tailed Mechanistic Universality ICML 2025 Modular Duality in Deep Learning ICML 2025 MoE++: Accelerating Mixture-of-Experts Methods with Zero-Computation Experts ICLR 2025 MOERL: When Mixture-of-Experts Meet Reinforcement Learning for Adverse Weather Image Restoration ICCV 2025