Martin Radfar

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 32

Top Topics

Language Understanding

Speech Recognition

Noisy Environments

Top Venues

Publications

Akshay Muppidi, Martin Radfar
Emohrnet: High-Resolution Neural Network Based Speech Emotion Recognition. ICASSP (2024)
Grant P. Strimel, Yi Xie, Brian John King, Martin Radfar, Ariya Rastrow, Athanasios Mouchtaris
Lookahead When It Matters: Adaptive Non-causal Transformers for Streaming Neural Transducers. ICML (2023)
Jixuan Wang, Martin Radfar, Kai Wei, Clement Chung
End-to-end spoken language understanding using joint CTC loss and self-supervised, pretrained acoustic encoders. CoRR (2023)
Martin Radfar, Paulina Lyskawa, Brandon Trujillo, Yi Xie, Kai Zhen, Jahn Heymann, Denis Filimonov, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris
Conmer: Streaming Conformer Without Self-attention for Interactive Voice Assistants. INTERSPEECH (2023)
Jixuan Wang, Martin Radfar, Kai Wei, Clement Chung
End-to-End Spoken Language Understanding Using Joint CTC Loss and Self-Supervised, Pretrained Acoustic Encoders. ICASSP (2023)
Kai Wei, Dillon Knox, Martin Radfar, Thanh Tran, Markus Müller, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris, Maurizio Omologo
A Neural Prosody Encoder for End-to-End Dialogue Act Classification. ICASSP (2022)
Martin Radfar, Rohit Barnwal, Rupak Vignesh Swaminathan, Feng-Ju Chang, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris
ConvRNN-T: Convolutional Augmented Recurrent Neural Network Transducers for Streaming Speech Recognition. INTERSPEECH (2022)
Xuandi Fu, Feng-Ju Chang, Martin Radfar, Kai Wei, Jing Liu, Grant P. Strimel, Kanthashree Mysore Sathyendra
Multi-Task RNN-T with Semantic Decoder for Streamable Spoken Language Understanding. ICASSP (2022)
Yi Xie, Jonathan Macoskey, Martin Radfar, Feng-Ju Chang, Brian King, Ariya Rastrow, Athanasios Mouchtaris, Grant P. Strimel
Compute Cost Amortized Transformer for Streaming ASR. CoRR (2022)
Kai Zhen, Martin Radfar, Hieu Duy Nguyen, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris
Sub-8-Bit Quantization for On-Device Speech Recognition: A Regularization-Free Approach. SLT (2022)
Yi Xie, Jonathan Macoskey, Martin Radfar, Feng-Ju Chang, Brian King, Ariya Rastrow, Athanasios Mouchtaris, Grant P. Strimel
Compute Cost Amortized Transformer for Streaming ASR. INTERSPEECH (2022)
Kai Wei, Dillon Knox, Martin Radfar, Thanh Tran, Markus Müller, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris, Maurizio Omologo
A neural prosody encoder for end-ro-end dialogue act classification. CoRR (2022)
Martin Radfar, Rohit Barnwal, Rupak Vignesh Swaminathan, Feng-Ju Chang, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris
ConvRNN-T: Convolutional Augmented Recurrent Neural Network Transducers for Streaming Speech Recognition. CoRR (2022)
Xuandi Fu, Feng-Ju Chang, Martin Radfar, Kai Wei, Jing Liu, Grant P. Strimel, Kanthashree Mysore Sathyendra
Multi-task RNN-T with Semantic Decoder for Streamable Spoken Language Understanding. CoRR (2022)
Kai Zhen, Martin Radfar, Hieu Duy Nguyen, Grant P. Strimel, Nathan Susanj, Athanasios Mouchtaris
Sub-8-bit quantization for on-device speech recognition: a regularization-free approach. CoRR (2022)
Bhuvan Agrawal, Markus Müller, Samridhi Choudhary, Martin Radfar, Athanasios Mouchtaris, Ross McGowan, Nathan Susanj, Siegfried Kunzmann
Tie Your Embeddings Down: Cross-Modal Latent Spaces for End-to-end Spoken Language Understanding. ICASSP (2022)
Martin Radfar, Athanasios Mouchtaris, Siegfried Kunzmann, Ariya Rastrow
FANS: Fusing ASR and NLU for on-device SLU. CoRR (2021)
Aneesh Muppidi, Martin Radfar
Speech Emotion Recognition Using Quaternion Convolutional Neural Networks. CoRR (2021)
Martin Radfar, Athanasios Mouchtaris, Siegfried Kunzmann, Ariya Rastrow
FANS: Fusing ASR and NLU for On-Device SLU. Interspeech (2021)
Feng-Ju Chang, Jing Liu, Martin Radfar, Athanasios Mouchtaris, Maurizio Omologo, Ariya Rastrow, Siegfried Kunzmann
Context-Aware Transformer Transducer for Speech Recognition. CoRR (2021)
Feng-Ju Chang, Martin Radfar, Athanasios Mouchtaris, Brian King, Siegfried Kunzmann
End-to-End Multi-Channel Transformer for Speech Recognition. ICASSP (2021)
Feng-Ju Chang, Jing Liu, Martin Radfar, Athanasios Mouchtaris, Maurizio Omologo, Ariya Rastrow, Siegfried Kunzmann
Context-Aware Transformer Transducer for Speech Recognition. ASRU (2021)
Feng-Ju Chang, Martin Radfar, Athanasios Mouchtaris, Brian King, Siegfried Kunzmann
End-to-End Multi-Channel Transformer for Speech Recognition. CoRR (2021)
Feng-Ju Chang, Martin Radfar, Athanasios Mouchtaris, Maurizio Omologo
Multi-Channel Transformer Transducer for Speech Recognition. Interspeech (2021)
Jixuan Wang, Kai Wei, Martin Radfar, Weiwei Zhang, Clement Chung
Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling. AAAI (2021)
Bradley He, Martin Radfar
The Performance Evaluation of Attention-Based Neural ASR under Mixed Speech Input. CoRR (2021)
Feng-Ju Chang, Martin Radfar, Athanasios Mouchtaris, Maurizio Omologo
Multi-Channel Transformer Transducer for Speech Recognition. CoRR (2021)
Aneesh Muppidi, Martin Radfar
Speech Emotion Recognition Using Quaternion Convolutional Neural Networks. ICASSP (2021)
Jixuan Wang, Kai Wei, Martin Radfar, Weiwei Zhang, Clement Chung
Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling. CoRR (2020)
Martin Radfar, Athanasios Mouchtaris, Siegfried Kunzmann
End-to-End Neural Transformer Based Spoken Language Understanding. CoRR (2020)
Martin Radfar, Athanasios Mouchtaris, Siegfried Kunzmann
End-to-End Neural Transformer Based Spoken Language Understanding. INTERSPEECH (2020)
Bhuvan Agrawal, Markus Müller, Martin Radfar, Samridhi Choudhary, Athanasios Mouchtaris, Siegfried Kunzmann
Tie Your Embeddings Down: Cross-Modal Latent Spaces for End-to-end Spoken Language Understanding. CoRR (2020)