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Conference

Zhaoxuan Wu (SMART), Xiaoqiang Lin (NUS), Zhongxiang Dai (CUHK-Shenzhen), Wenyang Hu (NUS), Yao Shu (Guangdong Lab of AI), See-Kiong Ng (NUS), Patrick Jaillet (MIT), Bryan Kian Hsiang Low (SMART & NUS)

Prompt Optimization with EASE? Efficient Ordering-aware Automated Selection of Exemplars

Annual Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada

2024

Vancouver, Canada

Conference

Zijian Zhou (SMART), Xiaoqiang Lin (NUS), Xinyi Xu (NUS), Alok Prakash (SMART), Daniela Rus (SMART & MIT), Bryan Kian Hsiang Low (SMART & NUS)

DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning

Annual Conference on Neural Information Processing Systems (NeurIPS)

2024

Vancouver, Canada

Conference

Quoc Phong Nguyen (Deakin University), Bryan Kian Hsiang Low (SMART & NUS), Patrick Jaillet (MIT)

Meta-VBO: Utilizing Prior Tasks in Optimizing Risk Measures with Gaussian Processes

The 12th International Conference on Learning Representations (ICLR)

2024

Vienna, Austria

Conference

Zhenfeng He (NUS), Yao Shu (Guangdong Lab of AI), Zhongxiang Dai (MIT), Bryan Kian Hsiang Low (SMART & NUS)

Robustifying and Boosting Training-Free Neural Architecture Search

The 12th International Conference on Learning Representations (ICLR)

2024

Vienna, Austria

Conference

Zhiliang Chen (NUS), Chuan Sheng Foo (A*STAR), Bryan Kian Hsiang Low (SMART & NUS)

Towards AutoAI: Optimizing a Machine Learning System with Black-box and Differentiable Components

The 41st International Conference on Machine Learning (ICML), Vienna, Austria

2024

Vienna, Austria

Conference

Xiaoqiang Lin (NUS, co-first author), Zhaoxuan Wu** (SMART, co-first author), Zhongxiang Dai (MIT), Wenyang Hu (NUS), Yao Shu (Guangdong Lab of AI), See-Kiong Ng (NUS), Patrick Jaillet (MIT), Bryan Kian Hsiang Low (SMART & NUS)

Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers.

The 41st International Conference on Machine Learning (ICML)

2024

Vienna, Austria

Journal

Dulanga Weerakoon (SMART), Vigneshwaran Subbaraju (A*STAR), Joo Hwee Lim (A*STAR), Archan Misra (SMU)

CAS: Fusing DNN Optimization & Adaptive Sensing for Energy-Efficient Multi-Modal Inference

IEEE Robotics and Automation Letters

2024

IEEE

Conference

Dulanga Weerakoon (SMART), Vigneshwaran Subbaraju (A*STAR), Joo Hwee Lim (A*STAR), Archan Misra (SMU)

Poster: Towards Efficient Spatio-Temporal Video Grounding in Pervasive Mobile Devices

MOBISYS '24: Proceedings of the 22nd Annual International Conference on Mobile Systems, Applications and Services

2024

ACM

Journal

Darshana Rathnayake (SMU)

LILOC: Leveraging LiDARs for Accurate 3D Localization in Dynamic Indoor Environments

ACM Transactions on Internet of Things

2024

ACM

Conference

Dulanga Weerakoon (SMART), Vigneshwaran Subbaraju (A*STAR), Joo Hwee Lim (A*STAR), Archan Misra (SMU)

NeuroViG - Integrating Event Cameras for Resource- Efficient Video Grounding

IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2025)

2025

IEEE

Conference

Zijian Zhou (SMART)

DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning

Advances in Neural Information Processing Systems

2024

Vancouver, Canada

Journal

Yunhan Zheng (SMART), Shenhao Wang (UF), Lun Liu (PKU), Jim Aloisi (MIT), and Jinhua Zhao (MIT)

Impacts of remote work on vehicle miles traveled and transit ridership in the USA

Nature Cities

2024

Springer Nature

Journal

Shenhao Wang (UF), Baichuan Mo (MIT), Yunhan Zheng (SMART), Stephane Hess (Leeds), Jinhua Zhao (MIT)

Comparing hundreds of machine learning classifiers and discrete choice models in predicting travel behavior: an empirical benchmark

Transportation Research Part B: Methodological

2024

Elsevier

Journal

Yunhan Zheng (SMART), David Keith (University of Melbourne), Shenhao Wang (UF), Diao Mi (Tongji), Jinhua Zhao (MIT)

Effects of electric vehicle charging stations on the economic vitality of local businesses

Nature Communications

2024

Springer Nature

Journal

Shenhao Wang (UF), Yunhan Zheng (SMART), Guang Wang (MIT), Takahiro Yabe (MIT), Esteban Moro (MIT), Alex "Sandy" Pentland (MIT)

Infrequent activities predict economic outcomes in major American cities

Nature Cities

2024

Springer Nature

Conference

Jie Gao (SMART), Simret Araya Gebreegziabher, Kenny Tsu Wei Choo, Toby Jia-Jun Li, Simon Tangi Perrault, Thomas W Malone (MIT)

A Taxonomy for Human-LLM Interaction Modes: An Initial Exploration

CHI'24: ACM Conference on Human Factors in Computing Systems

2024

ACM

A Taxonomy for Human-LLM Interaction Modes: An Initial Exploration

Conference

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DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning

Conference

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