Machine Learning

Deep Networks Learn Features From Local Discontinuities in the Label Function ICLR 2025 Deep Neural Cellular Potts Models ICML 2025 Deep Neural Networks are Adaptive to Function Regularity and Data Distribution in Approximation and Estimation JMLR 2025 Deep Non-Rigid Structure-from-Motion Revisited: Canonicalization and Sequence Modeling AAAI 2025 Deep Opinion-Unaware Blind Image Quality Assessment by Learning and Adapting from Multiple Annotators IJCAI 2025 Deep Optimal Sensor Placement for Black Box Stochastic Simulations AISTATS 2025 Deep Out-of-Distribution Uncertainty Quantification via Weight Entropy Maximization JMLR 2025 Deep Principal Support Vector Machines for Nonlinear Sufficient Dimension Reduction ICML 2025 Deep Random Features for Scalable Interpolation of Spatiotemporal Data ICLR 2025 Deep Rank-One Tensor Functional Factorization for Multi-Dimensional Data Recovery AAAI 2025 Deep Reinforcement Learning for Efficient and Fair Allocation of Healthcare Resources IJCAI 2025 Deep Representation Learning for Forecasting Recursive and Multi-Relational Events in Temporal Networks AAAI 2025 DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments EMNLP 2025 Deep Ridgelet Transform and Unified Universality Theorem for Deep and Shallow Joint-Group-Equivariant Machines ICML 2025 DeepRTL2: A Versatile Model for RTL-Related Tasks ACL 2025 DeepRTL: Bridging Verilog Understanding and Generation with a Unified Representation Model ICLR 2025 DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search ICLR 2025 DeepShade: Enable Shade Simulation by Text-conditioned Image Generation IJCAI 2025 DeepShield: Fortifying Deepfake Video Detection with Local and Global Forgery Analysis ICCV 2025 Deep Signature: Characterization of Large-Scale Molecular Dynamics ICLR 2025 DeepSN: A Sheaf Neural Framework for Influence Maximization AAAI 2025 Deep Space Weather Model: Long-Range Solar Flare Prediction from Multi-Wavelength Images ICCV 2025 Deep Streaming View Clustering ICML 2025 Deep Submodular Optimization and LLM for Multimodal Content Extraction and Automatic Poster Generation from Long Document AAAI 2025 DeepTAGE: Deep Temporal-Aligned Gradient Enhancement for Optimizing Spiking Neural Networks ICLR 2025