Deep Learning

Understanding Robustness in Teacher-Student Setting: A New Perspective AISTATS 2021 Uniformity in Heterogeneity: Diving Deep Into Count Interval Partition for Crowd Counting ICCV 2021 Using Random Effects to Account for High-Cardinality Categorical Features and Repeated Measures in Deep Neural Networks NeurIPS 2021 Variational Data Assimilation with a Learned Inverse Observation Operator ICML 2021 Well-tuned Simple Nets Excel on Tabular Datasets NeurIPS 2021 What Are Bayesian Neural Network Posteriors Really Like? ICML 2021 What’s in the Box? Exploring the Inner Life of Neural Networks with Robust Rules ICML 2021 When Are Solutions Connected in Deep Networks? NeurIPS 2021 A2dele: Adaptive and Attentive Depth Distiller for Efficient RGB-D Salient Object Detection CVPR 2020 A Character-Centric Neural Model for Automated Story Generation AAAI 2020 Acoustic Scene Analysis with Multi-Head Attention Networks Interspeech 2020 Acoustic Scene Classification Using Audio Tagging Interspeech 2020 Adaptive Activation Network and Functional Regularization for Efficient and Flexible Deep Multi-Task Learning AAAI 2020 A Deep Learning-Based Kalman Filter for Speech Enhancement Interspeech 2020 A Deep Neural Network Model of Particle Thermal Radiation in Packed Bed AAAI 2020 Adversarial Attack on Deep Product Quantization Network for Image Retrieval AAAI 2020 AMAGOLD: Amortized Metropolis Adjustment for Efficient Stochastic Gradient MCMC AISTATS 2020 A Mask-Based Model for Mandarin Chinese Polyphone Disambiguation Interspeech 2020 A Model-Driven Deep Neural Network for Single Image Rain Removal CVPR 2020 A Multi-Hypothesis Approach to Color Constancy CVPR 2020 An Alternative to MFCCs for ASR Interspeech 2020 Analysis and a Solution of Momentarily Missed Detection for Anchor-based Object Detectors WACV 2020 An analytic theory of shallow networks dynamics for hinge loss classification NeurIPS 2020 An End-to-End Edge Aggregation Network for Moving Object Segmentation CVPR 2020 An End-to-End Mispronunciation Detection System for L2 English Speech Leveraging Novel Anti-Phone Modeling Interspeech 2020