Combination of strongly and weakly constrained recognizers for reliable detection of OOVS. - Lukás Burget; Petr Schwarz; Pavel Matejka; Mirko Hannemann; Ariya Rastrow; Christopher M. White; Sanjeev Khudanpur; Hynek Hermansky; Jan Cernocký (ICASSP, 2008)

Constrained discriminative training of N-gram language models. - Ariya Rastrow; Abhinav Sethy; Bhuvana Ramabhadran (ASRU, 2009)

A new method for OOV detection using hybrid word/fragment system. - Ariya Rastrow; Abhinav Sethy; Bhuvana Ramabhadran (ICASSP, 2009)

Towards using hybrid word and fragment units for vocabulary independent LVCSR systems. - Ariya Rastrow; Abhinav Sethy; Bhuvana Ramabhadran; Frederick Jelinek (INTERSPEECH, 2009)

Unsupervised estimation of the language model scaling factor. - Christopher M. White; Ariya Rastrow; Sanjeev Khudanpur; Frederick Jelinek (INTERSPEECH, 2009)

Multilingual acoustic modeling for speech recognition based on subspace Gaussian Mixture Models. - Lukás Burget; Petr Schwarz; Mohit Agarwal 005; Pinar Akyazi; Kai Feng; Arnab Ghoshal; Ondrej Glembek; Nagendra K. Goel; Martin Karafiát; Daniel Povey; Ariya Rastrow; Richard C. Rose; et al. (ICASSP, 2010)

A novel estimation of feature-space MLLR for full-covariance models. - Arnab Ghoshal; Daniel Povey; Mohit Agarwal 005; Pinar Akyazi; Lukás Burget; Kai Feng; Ondrej Glembek; Nagendra Goel; Martin Karafiát; Ariya Rastrow; Richard C. Rose; Petr Schwarz; et al. (ICASSP, 2010)

Approaches to automatic lexicon learning with limited training examples. - Nagendra Goel; Samuel Thomas 001; Mohit Agarwal 005; Pinar Akyazi; Lukás Burget; Kai Feng; Arnab Ghoshal; Ondrej Glembek; Martin Karafiát; Daniel Povey; Ariya Rastrow; Richard C. Rose; et al. (ICASSP, 2010)

Subspace Gaussian Mixture Models for speech recognition. - Daniel Povey; Lukás Burget; Mohit Agarwal 005; Pinar Akyazi; Kai Feng; Arnab Ghoshal; Ondrej Glembek; Nagendra K. Goel; Martin Karafiát; Ariya Rastrow; Richard C. Rose; Petr Schwarz; et al. (ICASSP, 2010)

Unsupervised Model Adaptation using Information-Theoretic Criterion. - Ariya Rastrow; Frederick Jelinek; Abhinav Sethy; Bhuvana Ramabhadran (HLT-NAACL, 2010)

Learning Sub-Word Units for Open Vocabulary Speech Recognition. - Carolina Parada; Mark Dredze; Abhinav Sethy; Ariya Rastrow (ACL, 2011)

Efficient discriminative training of long-span language models. - Ariya Rastrow; Mark Dredze; Sanjeev Khudanpur (ASRU, 2011)

Adapting n-gram maximum entropy language models with conditional entropy regularization. - Ariya Rastrow; Mark Dredze; Sanjeev Khudanpur (ASRU, 2011)

Hill climbing on speech lattices: A new rescoring framework. - Ariya Rastrow; Markus Dreyer; Abhinav Sethy; Sanjeev Khudanpur; Bhuvana Ramabhadran; Mark Dredze (ICASSP, 2011)

The subspace Gaussian mixture model - A structured model for speech recognition. - Daniel Povey; Lukás Burget; Mohit Agarwal 005; Pinar Akyazi; Kai Feng; Arnab Ghoshal; Ondrej Glembek; Nagendra K. Goel; Martin Karafiát; Ariya Rastrow; Richard C. Rose; Petr Schwarz; et al. (Comput. Speech Lang., 2011)

Fast Syntactic Analysis for Statistical Language Modeling via Substructure Sharing and Uptraining. - Ariya Rastrow; Mark Dredze; Sanjeev Khudanpur (ACL (1), 2012)

Efficient Structured Language Modeling for Speech Recognition. - Ariya Rastrow; Mark Dredze; Sanjeev Khudanpur (INTERSPEECH, 2012)

Revisiting the Case for Explicit Syntactic Information in Language Models. - Ariya Rastrow; Sanjeev Khudanpur; Mark Dredze (WLM@NAACL-HLT, 2012)

Acoustically discriminative language model training with pseudo-hypothesis. - Gakuto Kurata; Abhinav Sethy; Bhuvana Ramabhadran; Ariya Rastrow; Nobuyasu Itoh; Masafumi Nishimura (Speech Commun., 2012)

Accurate endpointing with expected pause duration. - Baiyang Liu; Björn Hoffmeister; Ariya Rastrow (INTERSPEECH, 2015)

LatticeRnn: Recurrent Neural Networks Over Lattices. - Faisal Ladhak; Ankur Gandhe; Markus Dreyer; Lambert Mathias; Ariya Rastrow; Björn Hoffmeister (INTERSPEECH, 2016)

Domain-Specific Utterance End-Point Detection for Speech Recognition. - Roland Maas; Ariya Rastrow; Kyle Goehner; Gautam Tiwari; Shaun Joseph; Björn Hoffmeister (INTERSPEECH, 2017)

Combining Acoustic Embeddings and Decoding Features for End-of-Utterance Detection in Real-Time Far-Field Speech Recognition Systems. - Roland Maas; Ariya Rastrow; Chengyuan Ma; Guitang Lan; Kyle Goehner; Gautam Tiwari; Shaun Joseph; Björn Hoffmeister (ICASSP, 2018)

Device-directed Utterance Detection. - Sri Harish Reddy Mallidi; Roland Maas; Kyle Goehner; Ariya Rastrow; Spyros Matsoukas; Björn Hoffmeister (INTERSPEECH, 2018)

Contextual Language Model Adaptation for Conversational Agents. - Anirudh Raju; Behnam Hedayatnia; Linda Liu; Ankur Gandhe; Chandra Khatri; Angeliki Metallinou; Anu Venkatesh; Ariya Rastrow (INTERSPEECH, 2018)

Scalable Language Model Adaptation for Spoken Dialogue Systems. - Ankur Gandhe; Ariya Rastrow; Björn Hoffmeister (SLT, 2018)

LSTM-Based Whisper Detection. - Zeynab Raeesy; Kellen Gillespie; Chengyuan Ma; Thomas Drugman; Jiacheng Gu; Roland Maas; Ariya Rastrow; Björn Hoffmeister (SLT, 2018)

Scalable Multi Corpora Neural Language Models for ASR. - Anirudh Raju; Denis Filimonov; Gautam Tiwari; Guitang Lan; Ariya Rastrow (INTERSPEECH, 2019)

Neural Machine Translation for Multilingual Grapheme-to-Phoneme Conversion. - Alex Sokolov; Tracy Rohlin; Ariya Rastrow (INTERSPEECH, 2019)

Audio-Attention Discriminative Language Model for ASR Rescoring. - Ankur Gandhe; Ariya Rastrow (ICASSP, 2020)

Speech to Semantics: Improve ASR and NLU Jointly via All-Neural Interfaces. - Milind Rao; Anirudh Raju; Pranav Dheram; Bach Bui; Ariya Rastrow (INTERSPEECH, 2020)

Rescore in a Flash: Compact, Cache Efficient Hashing Data Structures for n-Gram Language Models. - Grant P. Strimel; Ariya Rastrow; Gautam Tiwari; Adrien Piérard; Jon Webb (INTERSPEECH, 2020)

Streaming Language Identification using Combination of Acoustic Representations and ASR Hypotheses. - Chander Chandak; Zeynab Raeesy; Ariya Rastrow; Yuzong Liu; Xiangyang Huang; Siyu Wang; Dong Kwon Joo; Roland Maas (CoRR, 2020)

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

Neural Composition: Learning to Generate from Multiple Models. - Denis Filimonov; Ravi Teja Gadde; Ariya Rastrow (CoRR, 2020)

Improving accuracy of rare words for RNN-Transducer through unigram shallow fusion. - Vijay Ravi; Yile Gu; Ankur Gandhe; Ariya Rastrow; Linda Liu; Denis Filimonov; Scott Novotney; Ivan Bulyko (CoRR, 2020)

Attention-based Contextual Language Model Adaptation for Speech Recognition. - Richard Diehl Martinez; Scott Novotney; Ivan Bulyko; Ariya Rastrow; Andreas Stolcke; Ankur Gandhe (ACL/IJCNLP (Findings), 2021)

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

Attentive Contextual Carryover for Multi-Turn End-to-End Spoken Language Understanding. - Kai Wei; Thanh Tran; Feng-Ju Chang; Kanthashree Mysore Sathyendra; Thejaswi Muniyappa; Jing Liu; Anirudh Raju; Ross McGowan; Nathan Susanj; Ariya Rastrow; Grant P. Strimel (ASRU, 2021)

Personalization Strategies for End-to-End Speech Recognition Systems. - Aditya Gourav; Linda Liu; Ankur Gandhe; Yile Gu; Guitang Lan; Xiangyang Huang; Shashank Kalmane; Gautam Tiwari; Denis Filimonov; Ariya Rastrow; Andreas Stolcke; Ivan Bulyko (ICASSP, 2021)

REDAT: Accent-Invariant Representation for End-To-End ASR by Domain Adversarial Training with Relabeling. - Hu Hu; Xuesong Yang; Zeynab Raeesy; Jinxi Guo; Gokce Keskin; Harish Arsikere; Ariya Rastrow; Andreas Stolcke; Roland Maas (ICASSP, 2021)

Domain-Aware Neural Language Models for Speech Recognition. - Linda Liu; Yile Gu; Aditya Gourav; Ankur Gandhe; Shashank Kalmane; Denis Filimonov; Ariya Rastrow; Ivan Bulyko (ICASSP, 2021)

Bifocal Neural ASR: Exploiting Keyword Spotting for Inference Optimization. - Jon Macoskey; Grant P. Strimel; Ariya Rastrow (ICASSP, 2021)

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

DO as I Mean, Not as I Say: Sequence Loss Training for Spoken Language Understanding. - Milind Rao; Pranav Dheram; Gautam Tiwari; Anirudh Raju; Jasha Droppo; Ariya Rastrow; Andreas Stolcke (ICASSP, 2021)

Sparsification via Compressed Sensing for Automatic Speech Recognition. - Kai Zhen; Hieu Duy Nguyen; Feng-Ju Chang; Athanasios Mouchtaris; Ariya Rastrow (ICASSP, 2021)

Learning a Neural Diff for Speech Models. - Jonathan Macoskey; Grant P. Strimel; Ariya Rastrow (Interspeech, 2021)

Amortized Neural Networks for Low-Latency Speech Recognition. - Jonathan Macoskey; Grant P. Strimel; Jinru Su; Ariya Rastrow (Interspeech, 2021)

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

Listen with Intent: Improving Speech Recognition with Audio-to-Intent Front-End. - Swayambhu Nath Ray; Minhua Wu; Anirudh Raju; Pegah Ghahremani; Raghavendra Bilgi; Milind Rao; Harish Arsikere; Ariya Rastrow; Andreas Stolcke; Jasha Droppo (Interspeech, 2021)

wav2vec-C: A Self-Supervised Model for Speech Representation Learning. - Samik Sadhu; Di He 004; Che-Wei Huang; Sri Harish Mallidi; Minhua Wu; Ariya Rastrow; Andreas Stolcke; Jasha Droppo; Roland Maas (Interspeech, 2021)

Streaming ResLSTM with Causal Mean Aggregation for Device-Directed Utterance Detection. - Xiaosu Tong; Che-Wei Huang; Sri Harish Mallidi; Shaun Joseph; Sonal Pareek; Chander Chandak; Ariya Rastrow; Roland Maas (SLT, 2021)

End-to-End Spoken Language Understanding using RNN-Transducer ASR. - Anirudh Raju; Gautam Tiwari; Milind Rao; Pranav Dheram; Bryan Anderson; Zhe Zhang; Bach Bui; Ariya Rastrow (CoRR, 2021)

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

RescoreBERT: Discriminative Speech Recognition Rescoring With Bert. - Liyan Xu; Yile Gu; Jari Kolehmainen; Haidar Khan; Ankur Gandhe; Ariya Rastrow; Andreas Stolcke; Ivan Bulyko (ICASSP, 2022)

RefTextLAS: Reference Text Biased Listen, Attend, and Spell Model For Accurate Reading Evaluation. - Phani Sankar Nidadavolu; Na Xu; Nick Jutila; Ravi Teja Gadde; Aswarth Abhilash Dara; Joseph Savold; Sapan Patel; Aaron Hoff; Veerdhawal Pande; Kevin Crews; Ankur Gandhe; Ariya Rastrow; et al. (INTERSPEECH, 2022)

On joint training with interfaces for spoken language understanding. - Anirudh Raju; Milind Rao; Gautam Tiwari; Pranav Dheram; Bryan Anderson; Zhe Zhang; Chul Lee; Bach Bui; Ariya Rastrow (INTERSPEECH, 2022)

Compute Cost Amortized Transformer for Streaming ASR. - Yi Xie; Jonathan Macoskey; Martin Radfar; Feng-Ju Chang; Brian John King; Ariya Rastrow; Athanasios Mouchtaris; Grant P. Strimel (INTERSPEECH, 2022)

Sub-8-Bit Quantization Aware Training for 8-Bit Neural Network Accelerator with On-Device Speech Recognition. - Kai Zhen; Hieu Duy Nguyen; Raviteja Chinta; Nathan Susanj; Athanasios Mouchtaris; Tariq Afzal; Ariya Rastrow (INTERSPEECH, 2022)

Do You Listen with one or two Microphones? A Unified ASR Model for Single and Multi-Channel Audio. - Gokce Keskin; Minhua Wu; Brian John King; Sri Harish Mallidi; Yang Gao; Jasha Droppo; Ariya Rastrow; Roland Maas (IWAENC, 2022)

ILASR: Privacy-Preserving Incremental Learning for Automatic Speech Recognition at Production Scale. - Gopinath Chennupati; Milind Rao; Gurpreet Chadha; Aaron Eakin; Anirudh Raju; Gautam Tiwari; Anit Kumar Sahu; Ariya Rastrow; Jasha Droppo; Andy Oberlin; Buddha Nandanoor; Prahalad Venkataramanan; et al. (KDD, 2022)

Accelerator-Aware Training for Transducer-Based Speech Recognition. - Suhaila M. Shakiah; Rupak Vignesh Swaminathan; Hieu Duy Nguyen; Raviteja Chinta; Tariq Afzal; Nathan Susanj; Athanasios Mouchtaris; Grant P. Strimel; Ariya Rastrow (SLT, 2022)

Two-Pass Endpoint Detection for Speech Recognition. - Anirudh Raju; Aparna Khare; Di He 004; Ilya Sklyar; Long Chen 027; Sam Alptekin; Viet Anh Trinh; Zhe Zhang; Colin Vaz; Venkatesh Ravichandran; Roland Maas; Ariya Rastrow (ASRU, 2023)

Discriminative Speech Recognition Rescoring With Pre-Trained Language Models. - Prashanth Gurunath Shivakumar; Jari Kolehmainen; Yile Gu; Ankur Gandhe; Ariya Rastrow; Ivan Bulyko (ASRU, 2023)

Low-Rank Adaptation of Large Language Model Rescoring for Parameter-Efficient Speech Recognition. - Yu Yu; Chao-Han Huck Yang; Jari Kolehmainen; Prashanth Gurunath Shivakumar; Yile Gu; Sungho Ryu; Roger Ren; Qi Luo; Aditya Gourav; I-Fan Chen; Yi-Chieh Liu; Tuan Dinh; et al. (ASRU, 2023)

Gated Contextual Adapters For Selective Contextual Biasing In Neural Transducers. - Anastasios Alexandridis; Kanthashree Mysore Sathyendra; Grant P. Strimel; Feng-Ju Chang; Ariya Rastrow; Nathan Susanj; Athanasios Mouchtaris (ICASSP, 2023)

Domain Adaptation with External Off-Policy Acoustic Catalogs for Scalable Contextual End-to-End Automated Speech Recognition. - David M. Chan; Shalini Ghosh; Ariya Rastrow; Björn Hoffmeister (ICASSP, 2023)

Procter: Pronunciation-Aware Contextual Adapter For Personalized Speech Recognition In Neural Transducers. - Rahul Pandey; Roger Ren; Qi Luo; Jing Liu; Ariya Rastrow; Ankur Gandhe; Denis Filimonov; Grant P. Strimel; Andreas Stolcke; Ivan Bulyko (ICASSP, 2023)

Federated Self-Learning with Weak Supervision for Speech Recognition. - Milind Rao; Gopinath Chennupati; Gautam Tiwari; Anit Kumar Sahu; Anirudh Raju; Ariya Rastrow; Jasha Droppo (ICASSP, 2023)

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

Lookahead When It Matters: Adaptive Non-causal Transformers for Streaming Neural Transducers. - Grant P. Strimel; Yi Xie; Brian John King; Martin Radfar; Ariya Rastrow; Athanasios Mouchtaris (ICML, 2023)

Streaming Speech-to-Confusion Network Speech Recognition. - Denis Filimonov; Prabhat Pandey; Ariya Rastrow; Ankur Gandhe; Andreas Stolcke (INTERSPEECH, 2023)

Scaling Laws for Discriminative Speech Recognition Rescoring Models. - Yile Gu; Prashanth Gurunath Shivakumar; Jari Kolehmainen; Ankur Gandhe; Ariya Rastrow; Ivan Bulyko (INTERSPEECH, 2023)

Personalization for BERT-based Discriminative Speech Recognition Rescoring. - Jari Kolehmainen; Yile Gu; Aditya Gourav; Prashanth Gurunath Shivakumar; Ankur Gandhe; Ariya Rastrow; Ivan Bulyko (INTERSPEECH, 2023)

Personalized Predictive ASR for Latency Reduction in Voice Assistants. - Andreas Schwarz; Di He 004; Maarten Van Segbroeck; Mohammed Hethnawi; Ariya Rastrow (INTERSPEECH, 2023)

Distillation Strategies for Discriminative Speech Recognition Rescoring. - Prashanth Gurunath Shivakumar; Jari Kolehmainen; Yile Gu; Ankur Gandhe; Ariya Rastrow; Ivan Bulyko (INTERSPEECH, 2023)

Using External Off-Policy Speech-To-Text Mappings in Contextual End-To-End Automated Speech Recognition. - David M. Chan; Shalini Ghosh; Ariya Rastrow; Björn Hoffmeister (CoRR, 2023)

Federated Representation Learning for Automatic Speech Recognition. - Guruprasad V. Ramesh; Gopinath Chennupati; Milind Rao; Anit Kumar Sahu; Ariya Rastrow; Jasha Droppo (CoRR, 2023)

Multi-Modal Retrieval For Large Language Model Based Speech Recognition. - Aditya Gourav; Jari Kolehmainen; Prashanth Gurunath Shivakumar; Yile Gu; Grant P. Strimel; Ankur Gandhe; Ariya Rastrow; Ivan Bulyko (ACL (Findings), 2024)

Task Oriented Dialogue as a Catalyst for Self-Supervised Automatic Speech Recognition. - David M. Chan; Shalini Ghosh; Hitesh Tulsiani; Ariya Rastrow; Björn Hoffmeister (ICASSP, 2024)

Towards ASR Robust Spoken Language Understanding Through in-Context Learning with Word Confusion Networks. - Kevin Everson; Yile Gu; Chao-Han Huck Yang; Prashanth Gurunath Shivakumar; Guan-Ting Lin; Jari Kolehmainen; Ivan Bulyko; Ankur Gandhe; Shalini Ghosh; Wael Hamza; Hung-Yi Lee; Ariya Rastrow; et al. (ICASSP, 2024)

Max-Margin Transducer Loss: Improving Sequence-Discriminative Training Using a Large-Margin Learning Strategy. - Rupak Vignesh Swaminathan; Grant P. Strimel; Ariya Rastrow; Sri Harish Mallidi; Kai Zhen; Hieu Duy Nguyen; Nathan Susanj; Athanasios Mouchtaris (ICASSP, 2024)

An Efficient Self-Learning Framework For Interactive Spoken Dialog Systems. - Hitesh Tulsiani; David M. Chan; Shalini Ghosh; Garima Lalwani; Prabhat Pandey; Ankish Bansal; Sri Garimella; Ariya Rastrow; Björn Hoffmeister (ICML, 2024)

CA-SSLR: Condition-Aware Self-Supervised Learning Representation for Generalized Speech Processing. - Yen-Ju Lu; Jing Liu; Thomas Thebaud; Laureano Moro-Velázquez; Ariya Rastrow; Najim Dehak; Jesús Villalba 001 (NeurIPS, 2024)

Investigating Training Strategies and Model Robustness of Low-Rank Adaptation for Language Modeling in Speech Recognition. - Yu Yu; Chao-Han Huck Yang; Tuan Dinh; Sungho Ryu; Jari Kolehmainen; Roger Ren; Denis Filimonov; Prashanth Gurunath Shivakumar; Ankur Gandhe; Ariya Rastrow; Jia Xu; Ivan Bulyko; et al. (CoRR, 2024)

Speech Recognition Rescoring with Large Speech-Text Foundation Models. - Prashanth Gurunath Shivakumar; Jari Kolehmainen; Aditya Gourav; Yi Gu; Ankur Gandhe; Ariya Rastrow; Ivan Bulyko (ICASSP, 2025)

Universal Semantic Disentangled Privacy-preserving Speech Representation Learning. - Biel Tura Vecino; Subhadeep Maji; Aravind Varier; Antonio Bonafonte; Ivan Valles; Michael Owen; Leif Rädel; Grant P. Strimel; Seyi Feyisetan; Roberto Barra-Chicote; Ariya Rastrow; Constantinos Papayiannis; et al. (CoRR, 2025)