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1

Jaeyoon Song (MIT), Zahra Ashktorab (IBM), Thomas Malone (MIT)

Togedule: Scheduling Meetings with Large Language Models and Adaptive Representations of Group Availability

Year of Publication: 

Proceedings of the ACM on Human-Computer Interaction, CSCW ’25, October 18–22, 2025, Bergen, Norway

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Accepted

2025

Type of Publication: 

Conference

2

Jaeyoon Song (MIT), Zahra Ashktorab (IBM), Qian Pan (IBM), Casey Dugan (IBM), Werner Geyer (IBM), Thomas Malone (MIT)

Interaction Configurations and Prompt Guidance in Conversational AI for Question Answering in Human-AI Teams

Year of Publication: 

Proceedings of the ACM on Human-Computer Interaction, CSCW ’25, October 18–22, 2025, Bergen, Norway.

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Accepted

2025

Type of Publication: 

Conference

3

Alex Armengol-Urpi (MIT), Andres Salazar-Gomez (MIT), Sanjay Emani Sarma (MIT)

WIP: Making Implicit Knowledge Explicit - A Data-Driven Approach to Improve Knowledge Transfer in a Glassblowing Beginners Class

Year of Publication: 

Proceedings of the IEEE Frontiers in Education Conference (FIE)

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2024

Type of Publication: 

Conference

4

Rulin Shao (UW & Meta), Rui Qiao (SMART & NUS), Varsha Kishore (Allen Institute of AI), Niklas Muennighoff (Stanford), Xi Victoria Lin (Meta), Daniela Rus (SMART & MIT), Bryan Kian Hsiang Low (SMART & NUS), Sewon Min (Berkley), Wen-tau Yih (Meta), Pang Wei Koh (UW), Luke Zettlemoyer (UW & Meta).

ReasonIR: Training Retrievers for Reasoning Tasks

Year of Publication: 

The 2nd Conference on Language Modeling (COLM), Montreal, Canada, 7th October, 2025

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2025

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5

Juanjuan Zhao, Baichuan Mo, Nicholas S. Caros, and Jinhua Zhao (MIT)

Housing Exchange Framework to Reduce Carbon Emissions from Commuting

Year of Publication: 

Nature Sustainability 2025

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2025

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6

Chengran Yuan, Zijian Lu, Zhanqi Zhang, Yimin Zhao, Zefan Huang, Shuo Sun, Jiawei Sun, Jiahui Li, Christina Dao Wen Lee, Dongen Li, Marcelo H. Ang Jr

PIE: Perception and Interaction Enhanced End-to-End Motion Planning for Autonomous Driving

Year of Publication: 

IROS 2025

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2025

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7

Fengkang ying (NUS), Hanwen Zhang (NUS), Haozhe Wang (SMART), Huishi Huang (NUS), Marcelo Ang (NUS)

URPlanner: A Universal Paradigm for Collision-Free Robotic Motion Planning Based on Deep Reinforcement Learning

Year of Publication: 

IEEE Transactions on Robotics

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2025

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8

Meilin Yang, Yunhan Zheng, Shenhao Wang, Xiaotong Guo, Jinhua Zhao

Impacts of the built environment on remote work choices and preferences

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2025

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9

Andrés Salazar-Gomez (MIT), Sanjay Sarma (MIT)

The Future of Education Series: How to Think of AI in Education

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2025

Type of Publication: 

Position Paper

10

Zhaoxuan Wu (SMART), Zijian Zhou (SMART & NUS), Arun Verma (SMART), Alok Prakash (SMART), Daniela Rus (SMART & MIT), and Bryan Kian Hsiang Low (SMART & NUS)

TETRIS: Optimal Draft Token Selection for Batch Speculative Decoding

Year of Publication: 

The 63rd Annual Meeting of the Association for Computational Linguistics (ACL), Vienna, Austria, 27th July, 2025

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2025

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11

Huishi Huang (co-first authors) (NUS), Haozhe Wang (co-first authors) (SMART), Chongyu Fang (NUS), Mingge Yan (NUS), Ruochen Xu (NUS), Yiyuan Zhang (NUS), Zhanchi Wang (USTC), Fenkang Ying (NUS), Jun Liu (A*STAR), Cecilia Laschi (NUS) & Marcelo H. Ang Jr (NUS)



Grasping by spiraling: reproducing elephant movements with rigid-soft robot synergy

Year of Publication: 

npj Robotics

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2025

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12

Dingtong Yang (SMART), Yubin Liu (SMART), Hai Wang (SMU), Jinhua Zhao (MIT), Hamsa Balakrishnan (MIT)

Minimum Multi-Service Fleet Size Problem: Shareability Graph and Network Flow Approach

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2025

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13

Yihong Tang, Ao Qu, Xujing Yu, Weipeng Deng, Jun Ma, Jinhua Zhao, Lijun Sun

From Street Views to Urban Science: Discovering Road Safety Factors with Multimodal Large Language Models

Year of Publication: 

KDD UrbComp Workshop, 2025

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2025

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14

Zijian Zhou, Ao Qu, Zhaoxuan Wu, Sunghwan Kim, Alok Prakash, Daniela Rus, Jinhua Zhao, Bryan Kian Hsiang Low, Paul Pu Liang

MEM1: Learning to Synergize Memory and Reasoning for Efficient Long-Horizon Agents

Year of Publication: 

RAM 2: Reasoning, Attention & Memory Workshop at Second Conference on Language Modeling (COLM)

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2025

Type of Publication: 

Conference

15

Steven Rick (MIT), Jennifer Heyman (MIT), Pablo Paredes, Matthew Hong, Thomas Malone (MIT)

How far afield should you go when being creative?
Semantic area as a metric of AI’s effects on creative ideation

Year of Publication: 

International Conference on Computational Creativity (ICCC), June 23 – 27, 2025, Campinas, Brazil

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2025

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16

Xiaowei Gao, Xinke Jiang, Dingyi Zhuang, James Haworth, Shenhao Wang, Ilya Ilyankou, Huanfa Chen

Reliable imputation of incomplete crash data for predicting driver injury severity

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2025

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17

Wang Rundong; Cheng Yanchun; Yuan Qilong; Alok Prakash; Francis EH Tay; Marcelo H. Ang

RoboMT: Human-Like Compliance Control for Assembly via a Bilateral Robotic Teleoperation and Hybrid Mamba-Transformer Framework

Year of Publication: 

IEEE Robotics and Automation Letters, 2025

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2025

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18

Atharv Mahesh Mane (Stony Brook University), Dulanga Weerakoon (SMART), Vigneshwaran Subbaraju (A*STAR), Sougata Sen (BITS Pilani Goa Campus), Sanjay Sarma (MIT), Archan Misra (SMU)

Ges3ViG : Incorporating Pointing Gestures into Language-Based 3D Visual Grounding for Embodied Reference Understanding

Year of Publication: 

IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR 2025)

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2025

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19

Xinyu Chen (MIT), Dingyi Zhuang (MIT), HanQin Cai (University of Central Florida), Shenhao Wang (UF), Jinhua Zhao (MIT)

Dynamic Autoregressive Tensor Factorization for Pattern Discovery of Spatiotemporal Systems

Year of Publication: 

IEEE Transactions on Pattern Analysis and Machine Intelligence

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2025

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20

Ruth Wan Theng Chew (NUS), Quoc Phong Nguyen, Bryan Low (NUS)

BILBO: BILevel Bayesian Optimization

Year of Publication: 

The 42nd
International Conference on Machine Learning (ICML), Vancouver, Canada

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2025

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21

Jiawei Sun, Jiahui Li, Tingchen Liu, Chengran Yuan, Shuo Sun, Zefan Huang, Anthony Wong, Keng Peng Tee, Marcelo H. Ang Jr

RMP-YOLO: A Robust Motion Predictor for Partially Observable Scenarios even if You Only Look Once

Year of Publication: 

ICRA 2025

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2025

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22

Jingtan Wang (NUS), Xiaoqiang Lin (NUS), Qiao Rui (SMART), Pang Wei Koh (University of Washington), Chuan-Sheng Foo (A*Star), Bryan Low (NUS)

NICE Data Selection for Instruction Tuning in LLMs with Non-differentiable Evaluation Metric

Year of Publication: 

The 42nd
International Conference on Machine Learning (ICML), Vancouver, Canada

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2025

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23

Xinke Jiang, Wentao Zhang, Yuchen Fang, Xiaowei Gao, Hao Chen, Haoyu Zhang, Dingyi Zhuang, Jiayuan Luo

Time Series Supplier Allocation via Deep Black-Litterman Model

Year of Publication: 

AAAI, 2025

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2025

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24

Arun Verma (SMART, co-first author), Zhongxiang Dai (CUHK-Shenzhen, co-first author), Xiaoqiang Lin (NUS), Patrick Jaillet (MIT), Bryan Kian Hsiang Low (SMART & NUS)

Neural Dueling Bandits: Preference-Based Optimization with Human Feedback

Year of Publication: 

13th International Conference on Learning Representations (ICLR-25)

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2025

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25

Arun Verma (SMART), Xiaoqiang Lin (NUS), Dai Zhongxiang (CUHK-Shenzhen), Daniela Rus (SMART & MIT), Bryan Kian Hsiang Low (SMART & NUS)

Active Human Feedback Collection via Neural Contextual Dueling Bandits

Year of Publication: 

ICLR 2025 Workshop on Bidirectional Human-AI Alignment

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2025

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26

Rui Qiao (SMART), Zhaoxuan Wu (SMART), Jingtan Wang (NUS & A*STAR), Pang Wei Koh (University of Washington), Bryan Kian Hsiang Low (NUS & SMART)

Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions

Year of Publication: 

13th International Conference on Learning Representations (ICLR-25)

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2025

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27

Ze Yu Zhang (NUS, co-first author), Arun Verma (SMART, co-first author), Finale Doshi-Velez (Harvard University), Bryan Kian Hsiang Low (SMART & NUS)

Understanding the Relationship between Prompts and Response Uncertainty in Large Language Models

Year of Publication: 

ICLR 2025 Workshop on Quantify Uncertainty and Hallucination in Foundation Models: The Next Frontier in Reliable AI

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2025

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28

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

Year of Publication: 

Nature Cities

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2024

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29

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

NeuroViG - Integrating Event Cameras for Resource- Efficient Video Grounding

Year of Publication: 

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

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2025

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30

Xinyu Chen (MIT), HanQin Cai (University of Central Florida), Fuqiang Liu (McGill University), Jinhua Zhao (MIT)

Correlating Time Series With Interpretable Convolutional Kernels

Year of Publication: 

IEEE Transactions on Knowledge and Data Engineering

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2025

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31

Zhenwei Ni (NUS), Chang Xu, Zhihang Qin, Ceng Zhang, Zhiqiang Tang (SMART), Peiyi Wang (SMART), Cecilia Laschi (NUS)

Origami-Inspired Soft Gripper with Tunable Constant Force Output

Year of Publication: 

IROS 2025

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2025

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32

Dingyi Zhuang (MIT), Chonghe Jiang (MIT), Yunhan Zheng (SMART), Shenhao Wang (UF), Jinhua Zhao (MIT)

GETS: Ensemble Temperature Scaling for Calibration in Graph Neural Networks

Year of Publication: 

13th International Conference on Learning Representations (ICLR-25)

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2025

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33

Ila Gokarn (SMART), Yigong Hu (University of Illinois at Urbana-Champaign), Tarek Abdelzaher (University of Illinois at Urbana-Champaign), Archan Misra (SMU)

RA-MOSAIC: Resource Adaptive Edge AI Optimization over Spatially Multiplexed Video Streams

Year of Publication: 

ACM Transactions on Multimedia Computing Communications and Applications

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2025

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34

Chengran Yuan, Zhanqi Zhang, Jiawei Sun, Shuo Sun, Zefan Huang, Christina Dao Wen Lee, Dongen Li, Yuhang Han, Anthony Wong, Keng Peng Tee, Marcelo H. Ang Jr

DRAMA: An Efficient End-to-end Motion Planner for Autonomous Driving with Mamba

Year of Publication: 

Long Beach, USA

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2024

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35

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

Year of Publication: 

Transportation Research Part B: Methodological

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2024

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36

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)

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

Year of Publication: 

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

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2024

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37

Darshana Rathnayake (SMU), Razat Sutradhar (Georgia State University), Abbaas Alif Mohamed Nishar (Georgia State University), Dulaj Weerakoon (SMART), Ashwin Ashok (Georgia State University), Archan Misra (SMU)

DeLiDAR: Decoupling LiDARs for Pervasive Spatial Computing

Year of Publication: 

mRose 2024 Workshop, in conjunction with EWSN 2024

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2024

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38

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

DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning

Year of Publication: 

Annual Conference on Neural Information Processing Systems (NeurIPS)

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2024

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39

Michelle Vaccaro (MIT), Abdullah Almaatouq (MIT), Thomas Malone (MIT)

When combinations of humans and AI are useful: A systematic review and meta-analysis.

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2024

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40

Darshana Rathnayake (SMU), Meera Radhakrishnan (University of Technology Sydney), Inseok Hwang (POSTECH), and Archan Misra (SMU)

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

Year of Publication: 

ACM Transactions on Internet of Things

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2024

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41

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

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

Year of Publication: 

Nature Communications

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2024

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42

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

Year of Publication: 

IEEE Robotics and Automation Letters

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2024

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43

Alice Cai, Thomas Malone (MIT), Yanxia Zhang, Alexandre Filipowicz, Matthew Hong, Steven Rick (MIT), Heishiro Toyoda

System and method for visual content generation and iteration.

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2024

Type of Publication: 

Patents

44

Darshana Rathnayake (SMU), Hemanth Sabella (SMU), Meera Radhakrishnan (University of Technology Sydney), Archan Misra (SMU)

D2SR: Decentralized Detection, De-Synchronization, and Recovery of LiDAR Interference

Year of Publication: 

2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

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2024

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45

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)

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

Year of Publication: 

The 41st International Conference on Machine Learning (ICML)

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2024

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46

Jennifer Heyman (MIT), Steven Rick (MIT), Glanni Glacomelli (MIT), Haoren Wen (MIT), Robert Laubacher (MIT), Nancy Taubenslag (MIT), Max Knicker (Ecole Polytechnique), Younes Jeddi (Mohammed VI Polytechnic University), Pranav Ragupathy (MIT), Jared Curhan (MIT), Thomas Malone (MIT)

Supermind Ideator: How Scaffolding Human-AI Collaboration Can Increase Creativity

Year of Publication: 

Venue: CI '24: Proceedings of the ACM Collective Intelligence Conference

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2024

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47

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

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

Year of Publication: 

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

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2024

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48

Shuo Sun; Zekai Gu; Tianchen Sun; Jiawei Sun; Chengran Yuan; Yuhang Han, Dongen Li & Marcelo Ang

DriveSceneGen: Generating Diverse and Realistic Driving Scenarios From Scratch

Year of Publication: 

ICRA 2025

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2024

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49

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

Year of Publication: 

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

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2024

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50

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

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

Year of Publication: 

The 12th International Conference on Learning Representations (ICLR)

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2024

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51

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

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

Year of Publication: 

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

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2024

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52

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

Robustifying and Boosting Training-Free Neural Architecture Search

Year of Publication: 

The 12th International Conference on Learning Representations (ICLR)

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2024

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53

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

Year of Publication: 

Nature Cities

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2024

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54

Baichuan Mo, Yunhan Zheng, Xiaotong Guo, Ruoyun Ma, Jinhua Zhao

Robust Binary and Multinomial Logit Models for Classification with Data Uncertainties

Year of Publication: 

European Journal of Operational Research, 2025

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Venue: 

Published

2025

Type of Publication: 

Journal

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