MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models. - Zhang, Zhen; Yang, Yifan; Zhen, Kai; Susanj, Nathan; Mouchtaris, Athanasios; Kunzmann, Siegfried; Zhang, Zheng (CoRR, 2025)

Saten: Sparse Augmented Tensor Networks for Post-Training Compression of Large Language Models. - Solgi, Ryan; Zhen, Kai; Swaminathan, Rupak Vignesh; Susanj, Nathan; Mouchtaris, Athanasios; Kunzmann, Siegfried; Zhang, Zheng (CoRR, 2025)

Interleaved Audio/Audiovisual Transfer Learning for AV-ASR in Low-Resourced Languages. - Li, Zhengyang; Blumenberg, Patrick; Liu, Jing; Graave, Thomas; Lohrenz, Timo; Kunzmann, Siegfried; Fingscheidt, Tim (2024)

CoMERA: Computing- and Memory-Efficient Training via Rank-Adaptive Tensor Optimization. - Yang, Zi; Liu, Ziyue; Choudhary, Samridhi; Xie, Xinfeng; Gao, Cao; Kunzmann, Siegfried; Zhang, Zheng (2024)

CoMERA: Computing- and Memory-Efficient Training via Rank-Adaptive Tensor Optimization. - Yang, Zi; Choudhary, Samridhi; Xie, Xinfeng; Gao, Cao; Kunzmann, Siegfried; Zhang, Zheng (CoRR, 2024)

Parameter-Efficient Cross-Language Transfer Learning for a Language-Modular Audiovisual Speech Recognition. - Li, Zhengyang; Graave, Thomas; Liu, Jing; Lohrenz, Timo; Kunzmann, Siegfried; Fingscheidt, Tim (2023)

Multilingual End-To-End Spoken Language Understanding For Ultra-Low Footprint Applications. - Müller, Markus; Alexandridis, Anastasios; Trozenski, Zach; Whiteman, Joel; Strimel, Grant P.; Susanj, Nathan; Mouchtaris, Athanasios; Kunzmann, Siegfried (2023)

Dual-Attention Neural Transducers for Efficient Wake Word Spotting in Speech Recognition. - Sahai, Saumya Y.; Liu, Jing; Muniyappa, Thejaswi; Sathyendra, Kanthashree Mysore; Alexandridis, Anastasios; Strimel, Grant P.; McGowan, Ross; Rastrow, Ariya; Chang, Feng-Ju; Mouchtaris, Athanasios; Kunzmann, Siegfried (2023)

Quantization-aware and Tensor-compressed Training of Transformers for Natural Language Understanding. - Yang, Zi; Choudhary, Samridhi; Kunzmann, Siegfried; Zhang, Zheng (2023)

Dual-Attention Neural Transducers for Efficient Wake Word Spotting in Speech Recognition. - Sahai, Saumya Y.; Liu, Jing; Muniyappa, Thejaswi; Sathyendra, Kanthashree Mysore; Alexandridis, Anastasios; Strimel, Grant P.; McGowan, Ross; Rastrow, Ariya; Chang, Feng-Ju; Mouchtaris, Athanasios; Kunzmann, Siegfried (CoRR, 2023)

Quantization-Aware and Tensor-Compressed Training of Transformers for Natural Language Understanding. - Yang, Zi; Choudhary, Samridhi; Kunzmann, Siegfried; Zhang, Zheng (CoRR, 2023)

Tie Your Embeddings Down: Cross-Modal Latent Spaces for End-to-end Spoken Language Understanding. - Agrawal, Bhuvan; Müller, Markus; Choudhary, Samridhi; Radfar, Martin; Mouchtaris, Athanasios; McGowan, Ross; Susanj, Nathan; Kunzmann, Siegfried (2022)

Caching Networks: Capitalizing on Common Speech for ASR. - Alexandridis, Anastasios; Strimel, Grant P.; Rastrow, Ariya; Kveton, Pavel; Webb, Jon; Omologo, Maurizio; Kunzmann, Siegfried; Mouchtaris, Athanasios (2022)

Contextual Adapters for Personalized Speech Recognition in Neural Transducers. - Sathyendra, Kanthashree Mysore; Muniyappa, Thejaswi; Chang, Feng-Ju; Liu, Jing; Su, Jinru; Strimel, Grant P.; Mouchtaris, Athanasios; Kunzmann, Siegfried (2022)

Contextual Adapters for Personalized Speech Recognition in Neural Transducers. - Sathyendra, Kanthashree Mysore; Muniyappa, Thejaswi; Chang, Feng-Ju; Liu, Jing; Su, Jinru; Strimel, Grant P.; Mouchtaris, Athanasios; Kunzmann, Siegfried (CoRR, 2022)

Context-Aware Transformer Transducer for Speech Recognition. - Chang, Feng-Ju; Liu, Jing; Radfar, Martin; Mouchtaris, Athanasios; Omologo, Maurizio; Rastrow, Ariya; Kunzmann, Siegfried (2021)

In Pursuit of Babel - Multilingual End-to-End Spoken Language Understanding. - Müller, Markus; Choudhary, Samridhi; Chung, Clement; Mouchtaris, Athanasios; Kunzmann, Siegfried (2021)

End-to-End Multi-Channel Transformer for Speech Recognition. - Chang, Feng-Ju; Radfar, Martin; Mouchtaris, Athanasios; King, Brian John; Kunzmann, Siegfried (2021)

Joint ASR and Language Identification Using RNN-T: An Efficient Approach to Dynamic Language Switching. - Punjabi, Surabhi; Arsikere, Harish; Raeesy, Zeynab; Chandak, Chander; Bhave, Nikhil; Bansal, Ankish; Müller, Markus; Murillo, Sergio; Rastrow, Ariya; Stolcke, Andreas; Droppo, Jasha; Garimella, Sri; et al. (2021)

FANS: Fusing ASR and NLU for On-Device SLU. - Radfar, Martin; Mouchtaris, Athanasios; Kunzmann, Siegfried; Rastrow, Ariya (2021)

Exploiting Large-Scale Teacher-Student Training for On-Device Acoustic Models. - Liu, Jing; Swaminathan, Rupak Vignesh; Parthasarathi, Sree Hari Krishnan; Lyu, Chunchuan; Mouchtaris, Athanasios; Kunzmann, Siegfried (2021)

End-to-End Multi-Channel Transformer for Speech Recognition. - Chang, Feng-Ju; Radfar, Martin; Mouchtaris, Athanasios; King, Brian John; Kunzmann, Siegfried (CoRR, 2021)

Exploiting Large-scale Teacher-Student Training for On-device Acoustic Models. - Liu, Jing; Swaminathan, Rupak Vignesh; Parthasarathi, Sree Hari Krishnan; Lyu, Chunchuan; Mouchtaris, Athanasios; Kunzmann, Siegfried (CoRR, 2021)

FANS: Fusing ASR and NLU for on-device SLU. - Radfar, Martin; Mouchtaris, Athanasios; Kunzmann, Siegfried; Rastrow, Ariya (CoRR, 2021)

Context-Aware Transformer Transducer for Speech Recognition. - Chang, Feng-Ju; Liu, Jing; Radfar, Martin; Mouchtaris, Athanasios; Omologo, Maurizio; Rastrow, Ariya; Kunzmann, Siegfried (CoRR, 2021)

Multilingual Grapheme-To-Phoneme Conversion with Byte Representation. - Yu, Mingzhi; Nguyen, Hieu Duy; Sokolov, Alex; Lepird, Jack; Sathyendra, Kanthashree Mysore; Choudhary, Samridhi; Mouchtaris, Athanasios; Kunzmann, Siegfried (2020)

End-to-End Neural Transformer Based Spoken Language Understanding. - Radfar, Martin; Mouchtaris, Athanasios; Kunzmann, Siegfried (2020)

Streaming End-to-End Bilingual ASR Systems with Joint Language Identification. - Punjabi, Surabhi; Arsikere, Harish; Raeesy, Zeynab; Chandak, Chander; Bhave, Nikhil; Bansal, Ankish; Müller, Markus; Murillo, Sergio; Rastrow, Ariya; Garimella, Sri; Maas, Roland; Hans, Mat; et al. (CoRR, 2020)

End-to-End Neural Transformer Based Spoken Language Understanding. - Radfar, Martin; Mouchtaris, Athanasios; Kunzmann, Siegfried (CoRR, 2020)

Tie Your Embeddings Down: Cross-Modal Latent Spaces for End-to-end Spoken Language Understanding. - Agrawal, Bhuvan; Müller, Markus; Radfar, Martin; Choudhary, Samridhi; Mouchtaris, Athanasios; Kunzmann, Siegfried (CoRR, 2020)

Rank based Decoding for Improved DNN/HMM Hybrid Acoustic Models in the EML Transcription Platform. - Fischer, Volker; Kunzmann, Siegfried (2016)

Online Speaker Adaptation with Pre-Computed FMLLR Transformations. - Fischer, Volker; Kunzmann, Siegfried (2011)

From pre-recorded prompts to corporate voices: on the migration of interactive voice response applications. - Fischer, Volker; Kunzmann, Siegfried (2006)

Multi-lingual and Multi-modal Speech Processing and Applications. - Ivanecký, Jozef; Fischer, Julia; Mast, Marion; Kunzmann, Siegfried; Ross, Thomas; Fischer, Volker (2005)

French-German Bilingual Acoustic Modeling for Embedded Voice Driven Applications. - Ivanecký, Jozef; Fischer, Volker; Kunzmann, Siegfried (2005)

Multilingual acoustic models for speech recognition and synthesis. - Kunzmann, Siegfried; Fischer, Volker; Gonzalez, Jorge; Emam, Ossama; Günther, Carsten; Janke, Eric (2004)

Domain adaptation methods in the IBM trainable text-to-speech system. - Fischer, Volker; Ordinas, Jaime Botella; Kunzmann, Siegfried (2004)

Recent progress in the decoding of non-native speech with multilingual acoustic models. - Fischer, Volker; Janke, Eric; Kunzmann, Siegfried (2003)

Multi-modal Voice Application Design in a Multi-client Environment. - Ivanecký, Jozef; Klehr, Markus; Fischer, Volker; Kunzmann, Siegfried (2003)

Likelihood combination and recognition output voting for the decoding of non-native speech with multilingual HMMs. - Fischer, Volker; Janke, Eric; Kunzmann, Siegfried (2002)

Multimodal Output for a Conversational Telephony System. - Mast, Marion; Günther, Carsten; Kunzmann, Siegfried; Ross, Thomas (2000)

A data-driven methodology for the production of multilingual conversational systems. - Emam, Ossama; Gonzalez, Jorge; Günther, Carsten; Janke, Eric; Kunzmann, Siegfried; Maltese, Giulio; Waast-Richard, Claire (2000)

Acoustic language model classes for a large vocabulary continuous speech recognizer. - Fischer, Volker; Kunzmann, Siegfried (2000)

SPEECON - Speech Data for Consumer Devices. - Siemund, Rainer; Höge, Harald; Kunzmann, Siegfried; Marasek, Krzysztof (2000)

Die Worterkennung in einem Dialogsystem für kontuierlich gesprochene Sprache. - Kunzmann, Siegfried (Niemeyer, 1991)

An experimental environment for the generation and verification of word hypotheses in continuous speech. - Kunzmann, Siegfried; Kuhn, Thomas; Niemann, Heinrich (Speech Commun., 1988)