Deep Learning

A Natural Primal-Dual Hybrid Gradient Method for Adversarial Neural Network Training on Solving Partial Differential Equation JMLR 2026 Approximation-Free Differentiable Oblique Decision Trees JMLR 2026 Automated Suturing Skill Assessment in Robot-assisted Surgery from Endoscopic Videos using Clinically-guided Evaluation Criteria WACV 2026 AviaSafe: A Physics-Informed Data-Driven Model for Aviation Safety-Critical Cloud Forecasts CVPR 2026 Contact-Aware Neural Dynamics CVPR 2026 Do Generative Video Models Understand Physical Principles? WACV 2026 Dynamic Meta-Metrics: Source-Sentence Conditioned Weighting for MT Evaluation ACL 2026 ODEt(ODEl): Shortcutting the Time and the Length in Diffusion and Flow Models for Faster Sampling WACV 2026 Parallax to Align Them All: An OmniParallax Attention Mechanism for Distributed Multi-View Image Compression CVPR 2026 Remedying Coarsening-Based GNN Training under Heterophily via Adaptive Complementary Enhancement UAI 2026 AdamS: Momentum Itself Can Be A Normalizer for LLM Pretraining and Post-training EMNLP 2025 Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Networks AAAI 2025 Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting AAAI 2025 Adaptive Wavelet-Positional Encoding for High-Frequency Information Learning in Implicit Neural Representation AAAI 2025 A Deep Learning Method for Document Shadow Removal with Sobel Prior under Mask Supervision AAAI 2025 Advancing Spiking Neural Networks Towards Multiscale Spatiotemporal Interaction Learning AAAI 2025 Affirm: Interactive Mamba with Adaptive Fourier Filters for Long-term Time Series Forecasting AAAI 2025 A Hybrid Framework for Airfoil Optimization: Combining PINNs and Genetic Algorithm (Student Abstract) AAAI 2025 A Lightweight Hybrid Dual Channel Speech Enhancement System under Low-SNR Conditions Interspeech 2025 An Attention-Based Neural Translation System for English to Bodo EMNLP 2025 An Empirical Study of Iterative Refinements for Non-autoregressive Translation ACL 2025 AnyMap: Learning a General Camera Model for Structure-from-Motion with Unknown Distortion in Dynamic Scenes CVPR 2025 Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance AAAI 2025 ARMR: Adaptively Responsive Network for Medication Recommendation IJCAI 2025 A Semantic Framework for Neurosymbolic Computation (Abstract Reprint) IJCAI 2025