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Deep Learning

1,856 papers

Papers per year

3
20
266
176
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Papers

The State of Sparse Training in Deep Reinforcement Learning ICML 2022
Modality Competition: What Makes Joint Training of Multi-modal Network Fail in Deep Learning? (Provably) ICML 2022
Towards understanding how momentum improves generalization in deep learning ICML 2022
Deep Probability Estimation ICML 2022
Robust SDE-Based Variational Formulations for Solving Linear PDEs via Deep Learning ICML 2022
PDO-s3DCNNs: Partial Differential Operator Based Steerable 3D CNNs ICML 2022
Extended Unconstrained Features Model for Exploring Deep Neural Collapse ICML 2022
To Smooth or Not? When Label Smoothing Meets Noisy Labels ICML 2022
Revisiting Consistency Regularization for Deep Partial Label Learning ICML 2022
Penalizing Gradient Norm for Efficiently Improving Generalization in Deep Learning ICML 2022
Learning Efficient and Robust Ordinary Differential Equations via Invertible Neural Networks ICML 2022
Multi-Level Firing with Spiking DS-ResNet: Enabling Better and Deeper Directly-Trained Spiking Neural Networks IJCAI 2022
Efficient and Accurate Conversion of Spiking Neural Network with Burst Spikes IJCAI 2022
Speak Like a Professional: Increasing Speech Intelligibility by Mimicking Professional Announcer Voice with Voice Conversion INTERSPEECH 2022
Listen only to me! How well can target speech extraction handle false alarms? INTERSPEECH 2022
Neural Network-augmented Kalman Filtering for Robust Online Speech Dereverberation in Noisy Reverberant Environments INTERSPEECH 2022
PodcastMix: A dataset for separating music and speech in podcasts INTERSPEECH 2022
Towards Efficiently Learning Monotonic Alignments for Attention-based End-to-End Speech Recognition INTERSPEECH 2022
NASTAR: Noise Adaptive Speech Enhancement with Target-Conditional Resampling INTERSPEECH 2022
Glottal inverse filtering based on articulatory synthesis and deep learning INTERSPEECH 2022
Leveraging Simultaneous Translation for Enhancing Transcription of Low-resource Language via Cross Attention Mechanism INTERSPEECH 2022
DEFORMER: Coupling Deformed Localized Patterns with Global Context for Robust End-to-end Speech Recognition INTERSPEECH 2022
Uncertainty Calibration for Deep Audio Classifiers INTERSPEECH 2022
From Start to Finish: Latency Reduction Strategies for Incremental Speech Synthesis in Simultaneous Speech-to-Speech Translation INTERSPEECH 2022
On the Prediction Network Architecture in RNN-T for ASR INTERSPEECH 2022