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09/14/2023
USM-SCD: Multilingual Speaker Change Detection Based on Large Pretrained Foundation Models
We introduce a multilingual speaker change detection model (USM-SCD) tha...
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05/12/2023
Rethinking k-means from manifold learning perspective
Although numerous clustering algorithms have been developed, many existi...
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04/10/2023
Scalable Randomized Kernel Methods for Multiview Data Integration and Prediction
We develop scalable randomized kernel methods for jointly associating da...
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03/25/2023
Active Finetuning: Exploiting Annotation Budget in the Pretraining-Finetuning Paradigm
Given the large-scale data and the high annotation cost, pretraining-fin...
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02/15/2023
Interpretable Deep Learning Methods for Multiview Learning
Technological advances have enabled the generation of unique and complem...
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11/11/2022
Augmenting Transformer-Transducer Based Speaker Change Detection With Token-Level Training Loss
In this work we propose a novel token-based training strategy that impro...
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10/25/2022
Highly Efficient Real-Time Streaming and Fully On-Device Speaker Diarization with Multi-Stage Clustering
While recent research advances in speaker diarization mostly focus on im...
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05/27/2022
Contrastive Siamese Network for Semi-supervised Speech Recognition
This paper introduces contrastive siamese (c-siam) network, an architect...
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04/12/2022
Continual Predictive Learning from Videos
Predictive learning ideally builds the world model of physical processes...
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12/28/2021
Mind Your Solver! On Adversarial Attack and Defense for Combinatorial Optimization
Combinatorial optimization (CO) is a long-standing challenging task not ...
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12/03/2021
Generalized Transitional Markov Chain Monte Carlo Sampling Technique for Bayesian Inversion
In the context of Bayesian inversion for scientific and engineering mode...
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09/23/2021
Turn-to-Diarize: Online Speaker Diarization Constrained by Transformer Transducer Speaker Turn Detection
In this paper, we present a novel speaker diarization system for streami...
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06/14/2021
Learning-Aided Heuristics Design for Storage System
Computer systems such as storage systems normally require transparent wh...
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05/06/2021
Reducing Streaming ASR Model Delay with Self Alignment
Reducing prediction delay for streaming end-to-end ASR models with minim...
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10/07/2020
Transformer Transducer: One Model Unifying Streaming and Non-streaming Speech Recognition
In this paper we present a Transformer-Transducer model architecture and...
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04/17/2020
Detailed 2D-3D Joint Representation for Human-Object Interaction
Human-Object Interaction (HOI) detection lies at the core of action unde...
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02/07/2020
Transformer Transducer: A Streamable Speech Recognition Model with Transformer Encoders and RNN-T Loss
In this paper we present an end-to-end speech recognition model with Tra...
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08/22/2017
Handling Homographs in Neural Machine Translation
Homographs, words with different meanings but the same surface form, hav...
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04/17/2017