Prompt Optimization with EASE? Efficient Ordering-aware Automated Selection of Exemplars
Annual Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada
Conference
2024
Vancouver, Canada
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 Low (SMART & NUS)
DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning
Annual Conference on Neural Information Processing Systems (NeurIPS)
Conference
2024
Vancouver, Canada
Zijian Zhou (SMART), Xiaoqiang Lin (NUS), Xinyi Xu (NUS), Alok Prakash (SMART), Daniela Rus (SMART & MIT), Bryan Low (SMART & NUS)
Meta-VBO: Utilizing Prior Tasks in Optimizing Risk Measures with Gaussian Processes
The 12th International Conference on Learning Representations (ICLR)
Conference
2024
Vienna, Austria
Quoc Phong Nguyen (Deakin University), Bryan Low (SMART & NUS), Patrick Jaillet (MIT)
Robustifying and Boosting Training-Free Neural Architecture Search
The 12th International Conference on Learning Representations (ICLR)
Conference
2024
Vienna, Austria
Zhenfeng He (NUS), Yao Shu (Guangdong Lab of AI), Zhongxiang Dai (MIT), Bryan 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
Conference
2024
Vienna, Austria
Zhiliang Chen (NUS), Chuan Sheng Foo (A*STAR), Bryan Low (SMART & NUS)
Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers.
The 41st International Conference on Machine Learning (ICML)
Conference
2024
Vienna, Austria
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 Low (SMART & NUS)
CAS: Fusing DNN Optimization & Adaptive Sensing for Energy-Efficient Multi-Modal Inference
IEEE Robotics and Automation Letters
Journal
2024
IEEE
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
Conference
2024
ACM
Dulanga Weerakoon (SMART), Vigneshwaran Subbaraju (A*STAR), Joo Hwee Lim (A*STAR), Archan Misra (SMU)
LILOC: Leveraging LiDARs for Accurate 3D Localization in Dynamic Indoor Environments
ACM Transactions on Internet of Things
Journal
2024
ACM
Darshana Rathnayake (SMU)
NeuroViG - Integrating Event Cameras for Resource- Efficient Video Grounding
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2025)
Conference
2025
IEEE
Dulanga Weerakoon (SMART), Vigneshwaran Subbaraju (A*STAR), Joo Hwee Lim (A*STAR), Archan Misra (SMU)
DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning
Advances in Neural Information Processing Systems
Conference
2024
Vancouver, Canada
Zijian Zhou (SMART)
Impacts of remote work on vehicle miles traveled and transit ridership in the USA
Nature Cities
Journal
2024
Springer Nature
Yunhan Zheng (SMART), Shenhao Wang (UF), Lun Liu (PKU), Jim Aloisi (MIT), and 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
Journal
2024
Elsevier
Shenhao Wang (UF), Baichuan Mo (MIT), Yunhan Zheng (SMART), Stephane Hess (Leeds), Jinhua Zhao (MIT)
Effects of electric vehicle charging stations on the economic vitality of local businesses
Nature Communications
Journal
2024
Springer Nature
Yunhan Zheng (SMART), Shenhao Wang (UF), Lun Liu (PKU), Jim Aloisi (MIT), and Jinhua Zhao (MIT)
Infrequent activities predict economic outcomes in major American cities
Nature Cities
Journal
2024
Springer Nature
Shenhao Wang (UF), Yunhan Zheng (SMART), Guang Wang (MIT), Takahiro Yabe (MIT), Esteban Moro (MIT), Alex "Sandy" Pentland (MIT)
A Taxonomy for Human-LLM Interaction Modes: An Initial Exploration
CHI'24: ACM Conference on Human Factors in Computing Systems
Conference
2024
ACM
Jie Gao (SMART), Simret Araya Gebreegziabher, Kenny Tsu Wei Choo, Toby Jia-Jun Li, Simon Tangi Perrault, Thomas W Malone (MIT)