Publications | Research

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Artificial Intelligence and Machine Learning
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2026

RLP: Reinforcement as a Pretraining Objective

Ali Hatamizadeh, Syeda Nahida Akter, Shrimai Prabhumoye, Jan Kautz, Mostofa Patwary, Mohammad Shoeybi, Bryan Catanzaro, Yejin Choi

ICLR

2025

Gated Delta Networks: Improving Mamba2 with Delta Rule

Songlin Yang, Jan Kautz, Ali Hatamizadeh

ICLR

Hymba: A Hybrid-head Architecture for Small Language Models

Xin Dong, Yonggan Fu*, Shizhe Diao, Wonmin Byeon, Zijia Chen, Ameya Sunil Mahabaleshwarkar, Shih-Yang Liu, Matthijs Van keirsbilck, Min-Hung Chen, Yoshi Nishi, Yingyan Celine Lin, Jan Kautz, Pavlo Molchanov

ICLR

ICLR spotlight paper

Audio Large Language Models Can Be Descriptive Speech Quality Evaluators

Chen Chen, Yuchen Hu, Siyin Wang, Helin Wang, Zhehuai Chen, Chao Zhang, Huck Yang, EngSiong Chng

ICLR

Towards Neural Scaling Laws for Time Series Foundation Models

Qingren Yao, Huck Yang, Renhe Jiang, Ming Jin, Shirui Pan

ICLR

2024

HAMSTER: Hierarchical Action Models for Open-World Robot Manipulation

Yi Li, Yuquan Deng, Jesse Zhang, Joel Jang, Marius Memmel, Caelan Garrett, Fabio Ramos, Dieter Fox, Anqi Li, Abhishek Gupta, Ankit Goyal

Large Language Models are Efficient Learners of Noise-Robust Speech Recognition

YuChen Hu, Chen Chen, Huck Yang, Ruizhe Li, Chao Zhang, Pin-Yu Chen, EnSiong Chng

ICLR

It's Never Too Late: Fusing Acoustic Information into Large Language Models for Automatic Speech Recognition

Chen Chen, Ruizhe Li, Yuchen Hu, Sabato Marco Siniscalchi, Pin-Yu Chen, Ensiong Chng, Huck Yang

ICLR