Deep Learning

Single-Shot Path Integrated Panoptic Segmentation WACV 2022 Soft-label Learn for No-Intrusive Speech Quality Assessment Interspeech 2022 Solving PDE-Constrained Control Problems Using Operator Learning AAAI 2022 Sparse MLP for Image Recognition: Is Self-Attention Really Necessary? AAAI 2022 SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss AAAI 2022 Speaker-Aware Mixture of Mixtures Training for Weakly Supervised Speaker Extraction Interspeech 2022 Speak Like a Professional: Increasing Speech Intelligibility by Mimicking Professional Announcer Voice with Voice Conversion Interspeech 2022 Spectral DefocusCam: Compressive Hyperspectral Imaging from Defocus Measurements AAAI 2022 Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification ICML 2022 Structural generalization is hard for sequence-to-sequence models EMNLP 2022 Surface Reconstruction From Point Clouds by Learning Predictive Context Priors CVPR 2022 SyncTalkFace: Talking Face Generation with Precise Lip-Syncing via Audio-Lip Memory AAAI 2022 The Importance of Future Information in Credit Card Fraud Detection AISTATS 2022 The Neural Testbed: Evaluating Joint Predictions NeurIPS 2022 The State of Sparse Training in Deep Reinforcement Learning ICML 2022 The Tree Loss: Improving Generalization with Many Classes AISTATS 2022 Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds CVPR 2022 To Smooth or Not? When Label Smoothing Meets Noisy Labels ICML 2022 Toward Physically Realizable Quantum Neural Networks AAAI 2022 Towards a Rigorous Evaluation of Time-Series Anomaly Detection AAAI 2022 Towards Bidirectional Arbitrary Image Rescaling: Joint Optimization and Cycle Idempotence CVPR 2022 Towards Efficiently Learning Monotonic Alignments for Attention-based End-to-End Speech Recognition Interspeech 2022 Towards Modeling Role-Aware Centrality for Dialogue Summarization AACL 2022 Towards Summary Candidates Fusion EMNLP 2022 Towards understanding how momentum improves generalization in deep learning ICML 2022