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Deep Learning

1397 directly classified papers

Papers per year

Papers

Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks NIPS 2024
Typicalness-Aware Learning for Failure Detection NIPS 2024
On Doubly Robust Inference for Double Machine Learning in Semiparametric Regression JMLR 2024
ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting AAAI 2024
UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems NIPS 2024
AdjointDEIS: Efficient Gradients for Diffusion Models NIPS 2024
Sharpness-Aware Minimization and the Edge of Stability JMLR 2024
Full Bayesian Significance Testing for Neural Networks AAAI 2024
Multi-resolution Time-Series Transformer for Long-term Forecasting AISTATS 2024
Physics-Informed Regularization for Domain-Agnostic Dynamical System Modeling NIPS 2024
Signed Graph Neural Ordinary Differential Equation for Modeling Continuous-Time Dynamics AAAI 2024
Exploring the impact of noise in low-resource ASR for Tamil EACL 2024
Cheap Ways of Extracting Clinical Markers from Texts EACL 2024
Uncertainty-Aware Yield Prediction with Multimodal Molecular Features AAAI 2024
Weighted Layer Averaging RoBERTa for Black-Box Machine-Generated Text Detection SEMEVAL 2024
Deep anytime-valid hypothesis testing AISTATS 2024
Complexity of Single Loop Algorithms for Nonlinear Programming with Stochastic Objective and Constraints AISTATS 2024
Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning AAAI 2024
Consistency-Guided Temperature Scaling Using Style and Content Information for Out-of-Domain Calibration AAAI 2024
Dive into the Chasm: Probing the Gap between In- and Cross-Topic Generalization EACL 2024
ICE-Score: Instructing Large Language Models to Evaluate Code EACL 2024
On the Expressivity of Recurrent Neural Cascades AAAI 2024
Towards Understanding Counseling Conversations: Domain Knowledge and Large Language Models EACL 2024
Explainable Depression Detection Using Large Language Models on Social Media Data EACL 2024
Machine Learning-Powered Combinatorial Clock Auction AAAI 2024