Mathew Monfort

Publications by Year

Research Areas

Human Pose and Action Recognition, Multimodal Machine Learning Applications, Video Analysis and Summarization, Reinforcement Learning in Robotics, Anomaly Detection Techniques and Applications

Most-Cited Works

• → End to End Learning for Self-Driving Cars(2016)3,101 cited
• → Multi-Agent Tensor Fusion for Contextual Trajectory Prediction(2019)471 cited
• "Quality vs Quantity": Improved Shot Prediction in Soccer using Strategic Features from Spatiotemporal Data(2015)
• → Moments in Time Dataset: One Million Videos for Event Understanding(2019)88 cited
• → Intent Prediction and Trajectory Forecasting via Predictive Inverse Linear-Quadratic Regulation(2015)44 cited
• → Reasoning About Human-Object Interactions Through Dual Attention Networks(2019)39 cited
• Robust Covariate Shift Regression(2016)
• → A Deep Learning Approach to Identifying Shock Locations in Turbulent Combustion Tensor Fields(2017)26 cited
• → Multi-Moments in Time: Learning and Interpreting Models for Multi-Action Video Understanding(2021)23 cited
• → Goal-predictive robotic teleoperation from noisy sensors(2017)20 cited