Democratizing Production-Scale Distributed Deep Learning. - Minghuang Ma; Hadi Pouransari; Daniel Chao; Saurabh Adya; Santiago Akle Serrano; Yi Qin; Dan Gimnicher; Dominic Walsh (CoRR, 2018)

Nonlinear Conjugate Gradients For Scaling Synchronous Distributed DNN Training. - Saurabh Adya; Vinay Palakkode; Oncel Tuzel (CoRR, 2018)

Lattice-Based Improvements for Voice Triggering Using Graph Neural Networks. - Pranay Dighe; Saurabh Adya; Nuoyu Li; Srikanth Vishnubhotla; Devang Naik; Adithya Sagar; Ying Ma; Stephen Pulman; Jason D. Williams (ICASSP, 2020)

Hybrid Transformer/CTC Networks for Hardware Efficient Voice Triggering. - Saurabh Adya; Vineet Garg; Siddharth Sigtia; Pramod Simha; Chandra Dhir (INTERSPEECH, 2020)

Streaming Transformer for Hardware Efficient Voice Trigger Detection and False Trigger Mitigation. - Vineet Garg; Wonil Chang; Siddharth Sigtia; Saurabh Adya; Pramod Simha; Pranay Dighe; Chandra Dhir (Interspeech, 2021)

DKM: Differentiable k-Means Clustering Layer for Neural Network Compression. - Minsik Cho; Keivan Alizadeh-Vahid; Saurabh Adya; Mohammad Rastegari (ICLR, 2022)

Device-Directed Speech Detection: Regularization via Distillation for Weakly-Supervised Models. - Vineet Garg; Ognjen Rudovic; Pranay Dighe; Ahmed Hussen Abdelaziz; Erik Marchi; Saurabh Adya; Chandra Dhir; Ahmed H. Tewfik (INTERSPEECH, 2022)

Improving Voice Trigger Detection with Metric Learning. - Prateeth Nayak; Takuya Higuchi; Anmol Gupta; Shivesh Ranjan; Stephen Shum; Siddharth Sigtia; Erik Marchi; Varun Lakshminarasimhan; Minsik Cho; Saurabh Adya; Chandra Dhir; Ahmed H. Tewfik (INTERSPEECH, 2022)

Less Is More: A Unified Architecture for Device-Directed Speech Detection with Multiple Invocation Types. - Oggi Rudovic; Wonil Chang; Vineet Garg; Pranay Dighe; Pramod Simha; Jack Berkowitz; Ahmed Hussen Abdelaziz; Sachin Kajarekar; Erik Marchi; Saurabh Adya (ICASSP, 2023)

Efficient Multimodal Neural Networks for Trigger-less Voice Assistants. - Sai Srujana Buddi; Utkarsh Oggy Sarawgi; Tashweena Heeramun; Karan Sawnhey; Ed Yanosik; Saravana Rathinam; Saurabh Adya (INTERSPEECH, 2023)

PDP: Parameter-free Differentiable Pruning is All You Need. - Minsik Cho; Saurabh Adya; Devang Naik (NeurIPS, 2023)

R^2: Range Regularization for Model Compression and Quantization. - Arnav Kundu; Chungkuk Yoo; Srijan Mishra; Minsik Cho; Saurabh Adya (CoRR, 2023)

Modality Dropout for Multimodal Device Directed Speech Detection using Verbal and Non-Verbal Features. - Gautam Krishna; Sameer Dharur; Oggi Rudovic; Pranay Dighe; Saurabh Adya; Ahmed Hussen Abdelaziz; Ahmed H. Tewfik (CoRR, 2023)

Modality Drop-Out for Multimodal Device Directed Speech Detection Using Verbal and Non-Verbal Features. - Gautam Krishna; Sameer Dharur; Oggi Rudovic; Pranay Dighe; Saurabh Adya; Ahmed Hussen Abdelaziz; Ahmed H. Tewfik (ICASSP, 2024)

Streaming Anchor Loss: Augmenting Supervision with Temporal Significance. - Utkarsh Oggy Sarawgi; John Berkowitz; Vineet Garg; Arnav Kundu; Minsik Cho; Sai Srujana Buddi; Saurabh Adya; Ahmed H. Tewfik (ICASSP, 2024)

Comparative Analysis of Personalized Voice Activity Detection Systems: Assessing Real-World Effectiveness. - Sai Srujana Buddi; Satyam Kumar 001; Utkarsh Oggy Sarawgi; Vineet Garg; Shivesh Ranjan; Ognjen Rudovic; Ahmed Hussen Abdelaziz; Saurabh Adya (INTERSPEECH, 2024)

Multimodal Large Language Models with Fusion Low Rank Adaptation for Device Directed Speech Detection. - Shruti Palaskar; Ognjen Rudovic; Sameer Dharur; Florian Pesce; Gautam Krishna; Aswin Sivaraman; Jack Berkowitz; Ahmed Hussen Abdelaziz; Saurabh Adya; Ahmed H. Tewfik (INTERSPEECH, 2024)

eDKM: An Efficient and Accurate Train-Time Weight Clustering for Large Language Models. - Minsik Cho; Keivan Alizadeh-Vahid; Qichen Fu; Saurabh Adya; Carlo C. del Mundo; Mohammad Rastegari; Devang Naik; Peter Zatloukal (IEEE Comput. Archit. Lett., 2024)

Device-Directed Speech Detection for Follow-up Conversations Using Large Language Models. - Ognjen Rudovic; Pranay Dighe; Yi Su; Vineet Garg; Sameer Dharur; Xiaochuan Niu; Ahmed Hussen Abdelaziz; Saurabh Adya; Ahmed H. Tewfik (CoRR, 2024)