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26 Jan 2026
SERC
Institute for Infocomm Research
Latent-RQ: Enhancing Speech Pre-training with Latent Representations and Random Quantization
Muhammad Huzaifah,
Hardik Sailor,
Jeremy Wong,
Nancy Chen,
Ai Ti Aw
Proceedings of the AAAI 2026 Workshop on Audio-Centric AI: Towards Real-World Multimodal Reasoning and Application Use Cases (Audio-AAAI)
26 Jan 2026
SERC
Institute for Infocomm Research
Train multi-modal LLM to understand diverse speech paralinguistics by distilling from teacher with meta-information prompt
Jeremy H. M. Wong,
Muhammad Huzaifah,
Hardik B. Sailor,
Shuo Sun,
Kye Min Tan,
Bin Wang,
Qiongqiong Wang,
Wenyu Zhang,
Xunlong Zou,
Nancy F. Chen,
Ai Ti Aw
AAAI Audio-Centric AI Workshop
6 Dec 2025
SERC
Institute for Infocomm Research
Speech in-context learning of paralinguistic tasks
Jeremy H. M. Wong,
Muhammad Huzaifah,
Nancy F. Chen,
Ai Ti Aw
2025 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU)
6 Dec 2025
SERC
Institute for Infocomm Research
Diversity and complementarity of speech encoders across diverse tasks in a multi-modal large language model
Jeremy H. M. Wong,
Muhammad Huzaifah,
Hardik B. Sailor,
Shuo Sun,
Kye Min Tan,
Bin Wang,
Qiongqiong Wang,
Wenyu Zhang,
Xunlong Zou,
Nancy F. Chen,
Ai Ti Aw
2025 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU)
5 Nov 2025
SERC
Institute for Infocomm Research
Benchmarking Contextual and Paralinguistic Reasoning in Speech-LLMs: A Case Study with In-the-Wild Data
Qiongqiong Wang,
Hardik B. Sailor,
Tianchi Liu,
Wenyu Zhang,
Muhammad Huzaifah,
Nattadaporn Lertcheva,
Shuo Sun,
Nancy Chen,
JINYANG WU,
AiTi Aw
The 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025)
22 May 2024
SERC
Institute for Infocomm Research
Evaluating Code-Switching Translation with Large Language Models
Muhammad Huzaifah,
WEIHUA ZHENG,
Nattapol Chanpaisit,
Kui Wu
LREC-COLING 2024
14 Jul 2023
SERC
Institute for Infocomm Research
I2R’s End-to-End Speech Translation System for IWSLT 2023 Offline Shared Task
Muhammad Huzaifah,
Kye Min Tan,
Richeng Duan
Proceedings of the 20th International Conference on Spoken Language Translation (IWSLT 2023)
27 Jan 2023
SERC
Institute for Infocomm Research
An Analysis of Semantically-Aligned Speech-Text Embeddings
Muhammad Huzaifah,
Ivan Kukanov
2022 IEEE Spoken Language Technology Workshop (SLT)
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