Deep Learning

Multiscale Attention Wavelet Neural Operator for Capturing Steep Trajectories in Biochemical Systems AAAI 2024 Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse CVPR 2024 Neural Conditional Probability for Uncertainty Quantification NeurIPS 2024 Neural McKean-Vlasov Processes: Distributional Dependence in Diffusion Processes AISTATS 2024 Neural Model Checking NeurIPS 2024 Neural Network Reparametrization for Accelerated Optimization in Molecular Simulations NeurIPS 2024 Neuromorphic Event Signal-Driven Network for Video De-raining AAAI 2024 NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise NeurIPS 2024 Nonasymptotic analysis of Stochastic Gradient Hamiltonian Monte Carlo under local conditions for nonconvex optimization JMLR 2024 Nuclear Fusion Diamond Polishing Dataset NeurIPS 2024 NumeroLogic: Number Encoding for Enhanced LLMs’ Numerical Reasoning EMNLP 2024 On Doubly Robust Inference for Double Machine Learning in Semiparametric Regression JMLR 2024 On the Expressivity of Recurrent Neural Cascades AAAI 2024 On the Use of Anchoring for Training Vision Models NeurIPS 2024 Optimising Distributions with Natural Gradient Surrogates AISTATS 2024 Optimistic Verifiable Training by Controlling Hardware Nondeterminism NeurIPS 2024 Orchid: Flexible and Data-Dependent Convolution for Sequence Modeling NeurIPS 2024 PACE: Pacing Operator Learning to Accurate Optical Field Simulation for Complicated Photonic Devices NeurIPS 2024 Pairwise-Label-Based Deep Incremental Hashing with Simultaneous Code Expansion AAAI 2024 Parallel Ranking of Ads and Creatives in Real-Time Advertising Systems AAAI 2024 Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting NeurIPS 2024 Permutation-Based Hypothesis Testing for Neural Networks AAAI 2024 PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting NeurIPS 2024 Physics-Informed Regularization for Domain-Agnostic Dynamical System Modeling NeurIPS 2024 PiShield: A PyTorch Package for Learning with Requirements IJCAI 2024