Yile Gu

46 papers A* 4A 4C 5Misc 6Journal 25Unranked 2
YearRankTypeTitle / Venue / Authors
2025 — conf
Align-SLM: Textless Spoken Language Models with Reinforcement Learning from AI Feedback.
ACL (1)
Guan-Ting Lin, Prashanth Gurunath Shivakumar, Aditya Gourav, Yile Gu, Ankur Gandhe, Hung-yi Lee, Ivan Bulyko
2025 J jnl
Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models.
CoRR
Yile Gu, Yifan Xiong, Jonathan Mace, Yuting Jiang, Yigong Hu, Baris Kasikci, Peng Cheng
2025 J jnl
ConsumerBench: Benchmarking Generative AI Applications on End-User Devices.
CoRR
Yile Gu, Rohan Kadekodi, Hoang Nguyen, Keisuke Kamahori, Yiyu Liu, Baris Kasikci
2025 J jnl
DualTune: Decoupled Fine-Tuning for On-Device Agentic Systems.
CoRR
Rohan Kadekodi, Zhan Jin, Keisuke Kamahori, Yile Gu, Sean Khatiri, Noah H. Bayindirli, Sergey Gorbunov, Baris Kasikci
2025 A* conf
Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models.
ICLR
Keisuke Kamahori, Tian Tang, Yile Gu, Kan Zhu, Baris Kasikci
2025 C conf
Group Relative Policy Optimization for Speech Recognition.
ASRU
Prashanth Gurunath Shivakumar, Yile Gu, Ankur Gandhe, Ivan Bulyko
2025 J jnl
Incentivizing Consistent, Effective and Scalable Reasoning Capability in Audio LLMs via Reasoning Process Rewards.
CoRR
Jiajun Fan, Roger Ren, Jingyuan Li, Rahul Pandey, Prashanth Gurunath Shivakumar, Ivan Bulyko, Ankur Gandhe, Ge Liu, Yile Gu
2025 A* conf
Mitigating Application Resource Overload with Targeted Task Cancellation.
SOSP
Yigong Hu, Zeyin Zhang, Yicheng Liu, Yile Gu, Shuangyu Lei, Baris Kasikci, Peng Huang
2025 A* conf
NanoFlow: Towards Optimal Large Language Model Serving Throughput.
OSDI
Kan Zhu, Yufei Gao, Yilong Zhao, Liangyu Zhao, Gefei Zuo, Yile Gu, Dedong Xie, Zihao Ye, Keisuke Kamahori, Chien-Yu Lin, Ziren Wang, Stephanie Wang, Arvind Krishnamurthy, Baris Kasikci
2025 J jnl
Scalable and Accurate Application-Level Crash-Consistency Testing via Representative Testing.
CoRR
Yile Gu, Ian Neal, Jiexiao Xu, Shaun Christopher Lee, Ayman Said, Musa Haydar, Jacob Van Geffen, Rohan Kadekodi, Andrew Quinn, Baris Kasikci
2025 J jnl
Scalable and Accurate Application-Level Crash-Consistency Testing via Representative Testing.
Proc. ACM Program. Lang.
Yile Gu, Ian Neal, Jiexiao Xu, Shaun Christopher Lee, Ayman Said, Musa Haydar, Jacob Van Geffen, Rohan Kadekodi, Andrew Quinn, Baris Kasikci
2025 J jnl
Semantic Scheduling for LLM Inference.
CoRR
Wenyue Hua, Dujian Ding, Yile Gu, Yujie Ren, Kai Mei, Minghua Ma, William Yang Wang
2025 J jnl
Tactic: Adaptive Sparse Attention with Clustering and Distribution Fitting for Long-Context LLMs.
CoRR
Kan Zhu, Tian Tang, Qinyu Xu, Yile Gu, Zhichen Zeng, Rohan Kadekodi, Liangyu Zhao, Ang Li, Arvind Krishnamurthy, Baris Kasikci
2025 J jnl
TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval.
CoRR
Chien-Yu Lin, Keisuke Kamahori, Yiyu Liu, Xiaoxiang Shi, Madhav Mahesh Kashyap, Yile Gu, Rulin Shao, Zihao Ye, Kan Zhu, Stephanie Wang, Arvind Krishnamurthy, Rohan Kadekodi, Luis Ceze, Baris Kasikci
2024 J jnl
Align-SLM: Textless Spoken Language Models with Reinforcement Learning from AI Feedback.
CoRR
Guan-Ting Lin, Prashanth Gurunath Shivakumar, Aditya Gourav, Yile Gu, Ankur Gandhe, Hung-yi Lee, Ivan Bulyko
2024 J jnl
Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models.
CoRR
Keisuke Kamahori, Yile Gu, Kan Zhu, Baris Kasikci
2024 — conf
Multi-Modal Retrieval For Large Language Model Based Speech Recognition.
ACL (Findings)
Aditya Gourav, Jari Kolehmainen, Prashanth Gurunath Shivakumar, Yile Gu, Grant P. Strimel, Ankur Gandhe, Ariya Rastrow, Ivan Bulyko
2024 J jnl
Multi-Modal Retrieval For Large Language Model Based Speech Recognition.
CoRR
Jari Kolehmainen, Aditya Gourav, Prashanth Gurunath Shivakumar, Yile Gu, Ankur Gandhe, Ariya Rastrow, Grant P. Strimel, Ivan Bulyko
2024 J jnl
NanoFlow: Towards Optimal Large Language Model Serving Throughput.
CoRR
Kan Zhu, Yilong Zhao, Liangyu Zhao, Gefei Zuo, Yile Gu, Dedong Xie, Yufei Gao, Qinyu Xu, Tian Tang, Zihao Ye, Keisuke Kamahori, Chien-Yu Lin, Stephanie Wang, Arvind Krishnamurthy, Baris Kasikci
2024 Misc conf
Paralinguistics-Enhanced Large Language Modeling of Spoken Dialogue.
ICASSP
Guan-Ting Lin, Prashanth Gurunath Shivakumar, Ankur Gandhe, Chao-Han Huck Yang, Yile Gu, Shalini Ghosh, Andreas Stolcke, Hung-yi Lee, Ivan Bulyko
2024 A* conf
Reducing Energy Bloat in Large Model Training.
SOSP
Jae-Won Chung, Yile Gu, Insu Jang, Luoxi Meng, Nikhil Bansal, Mosharaf Chowdhury
2024 J jnl
Towards ASR Robust Spoken Language Understanding Through In-Context Learning With Word Confusion Networks.
CoRR
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, Andreas Stolcke
2024 Misc conf
Towards ASR Robust Spoken Language Understanding Through in-Context Learning with Word Confusion Networks.
ICASSP
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, Andreas Stolcke
2023 C conf
Discriminative Speech Recognition Rescoring With Pre-Trained Language Models.
ASRU
Prashanth Gurunath Shivakumar, Jari Kolehmainen, Yile Gu, Ankur Gandhe, Ariya Rastrow, Ivan Bulyko
2023 A conf
Distillation Strategies for Discriminative Speech Recognition Rescoring.
INTERSPEECH
Prashanth Gurunath Shivakumar, Jari Kolehmainen, Yile Gu, Ankur Gandhe, Ariya Rastrow, Ivan Bulyko
2023 C conf
Generative Speech Recognition Error Correction With Large Language Models and Task-Activating Prompting.
ASRU
Chao-Han Huck Yang, Yile Gu, Yi-Chieh Liu, Shalini Ghosh, Ivan Bulyko, Andreas Stolcke
2023 J jnl
Generative Speech Recognition Error Correction with Large Language Models and Task-Activating Prompting.
CoRR
Chao-Han Huck Yang, Yile Gu, Yi-Chieh Liu, Shalini Ghosh, Ivan Bulyko, Andreas Stolcke
2023 C conf
Low-Rank Adaptation of Large Language Model Rescoring for Parameter-Efficient Speech Recognition.
ASRU
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, Ankur Gandhe, Denis Filimonov, Shalini Ghosh, Andreas Stolcke, Ariya Rastrow, Ivan Bulyko
2023 J jnl
Low-rank Adaptation of Large Language Model Rescoring for Parameter-Efficient Speech Recognition.
CoRR
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, Ankur Gandhe, Denis Filimonov, Shalini Ghosh, Andreas Stolcke, Ariya Rastrow, Ivan Bulyko
2023 J jnl
Paralinguistics-Enhanced Large Language Modeling of Spoken Dialogue.
CoRR
Guan-Ting Lin, Prashanth Gurunath Shivakumar, Ankur Gandhe, Chao-Han Huck Yang, Yile Gu, Shalini Ghosh, Andreas Stolcke, Hung-yi Lee, Ivan Bulyko
2023 J jnl
Perseus: Removing Energy Bloat from Large Model Training.
CoRR
Jae-Won Chung, Yile Gu, Insu Jang, Luoxi Meng, Nikhil Bansal, Mosharaf Chowdhury
2023 A conf
Personalization for BERT-based Discriminative Speech Recognition Rescoring.
INTERSPEECH
Jari Kolehmainen, Yile Gu, Aditya Gourav, Prashanth Gurunath Shivakumar, Ankur Gandhe, Ariya Rastrow, Ivan Bulyko
2023 J jnl
Personalization for BERT-based Discriminative Speech Recognition Rescoring.
CoRR
Jari Kolehmainen, Yile Gu, Aditya Gourav, Prashanth Gurunath Shivakumar, Ankur Gandhe, Ariya Rastrow, Ivan Bulyko
2023 A conf
Scaling Laws for Discriminative Speech Recognition Rescoring Models.
INTERSPEECH
Yile Gu, Prashanth Gurunath Shivakumar, Jari Kolehmainen, Ankur Gandhe, Ariya Rastrow, Ivan Bulyko
2022 Misc conf
Mitigating Closed-Model Adversarial Examples with Bayesian Neural Modeling for Enhanced End-to-End Speech Recognition.
ICASSP
Chao-Han Huck Yang, Zeeshan Ahmed, Yile Gu, Joseph Szurley, Roger Ren, Linda Liu, Andreas Stolcke, Ivan Bulyko
2022 J jnl
Mitigating Closed-model Adversarial Examples with Bayesian Neural Modeling for Enhanced End-to-End Speech Recognition.
CoRR
Chao-Han Huck Yang, Zeeshan Ahmed, Yile Gu, Joseph Szurley, Roger Ren, Linda Liu, Andreas Stolcke, Ivan Bulyko
2022 Misc conf
RescoreBERT: Discriminative Speech Recognition Rescoring With Bert.
ICASSP
Liyan Xu, Yile Gu, Jari Kolehmainen, Haidar Khan, Ankur Gandhe, Ariya Rastrow, Andreas Stolcke, Ivan Bulyko
2022 J jnl
RescoreBERT: Discriminative Speech Recognition Rescoring with BERT.
CoRR
Liyan Xu, Yile Gu, Jari Kolehmainen, Haidar Khan, Ankur Gandhe, Ariya Rastrow, Andreas Stolcke, Ivan Bulyko
2021 A conf
Adjunct-Emeritus Distillation for Semi-Supervised Language Model Adaptation.
Interspeech
Scott Novotney, Yile Gu, Ivan Bulyko
2021 Misc conf
Domain-Aware Neural Language Models for Speech Recognition.
ICASSP
Linda Liu, Yile Gu, Aditya Gourav, Ankur Gandhe, Shashank Kalmane, Denis Filimonov, Ariya Rastrow, Ivan Bulyko
2021 J jnl
Domain-aware Neural Language Models for Speech Recognition.
CoRR
Linda Liu, Yile Gu, Aditya Gourav, Ankur Gandhe, Shashank Kalmane, Denis Filimonov, Ariya Rastrow, Ivan Bulyko
2021 C conf
Multi-Task Language Modeling for Improving Speech Recognition of Rare Words.
ASRU
Chao-Han Huck Yang, Linda Liu, Ankur Gandhe, Yile Gu, Anirudh Raju, Denis Filimonov, Ivan Bulyko
2021 Misc conf
Personalization Strategies for End-to-End Speech Recognition Systems.
ICASSP
Aditya Gourav, Linda Liu, Ankur Gandhe, Yile Gu, Guitang Lan, Xiangyang Huang, Shashank Kalmane, Gautam Tiwari, Denis Filimonov, Ariya Rastrow, Andreas Stolcke, Ivan Bulyko
2021 J jnl
Personalization Strategies for End-to-End Speech Recognition Systems.
CoRR
Aditya Gourav, Linda Liu, Ankur Gandhe, Yile Gu, Guitang Lan, Xiangyang Huang, Shashank Kalmane, Gautam Tiwari, Denis Filimonov, Ariya Rastrow, Andreas Stolcke, Ivan Bulyko
2020 J jnl
Improving accuracy of rare words for RNN-Transducer through unigram shallow fusion.
CoRR
Vijay Ravi, Yile Gu, Ankur Gandhe, Ariya Rastrow, Linda Liu, Denis Filimonov, Scott Novotney, Ivan Bulyko
2020 J jnl
Multi-task Language Modeling for Improving Speech Recognition of Rare Words.
CoRR
Chao-Han Huck Yang, Linda Liu, Ankur Gandhe, Yile Gu, Anirudh Raju, Denis Filimonov, Ivan Bulyko