Papers
13
Total Citations
707
H-Index
9
About
Anthony Francis is a robotics and AI researcher whose work spans robot navigation, 3D simulation datasets, and human-robot interaction. Best known for his contributions to autonomous robot navigation, Francis has pioneered methods that combine reinforcement learning with classical planning approaches. His AutoRL framework, introduced in "Learning Navigation Behaviors End-to-End With AutoRL" (230 citations), demonstrated how evolutionary automation could train robots to navigate dynamically around moving obstacles using only raw lidar data. Building on this, his hierarchical PRM-RL method tackled long-range navigation by elegantly bridging sampling-based planning with learned local policies. Francis also made a significant contribution to the broader robotics and computer vision communities through "Google Scanned Objects" (315 citations), an open-source dataset of high-quality 3D scanned household items that has become a foundational resource for simulation-based deep learning research. More recently, his work on social robot navigation evaluation frameworks reflects a growing commitment to establishing rigorous, fair benchmarks for robots operating in human-populated environments. His earlier research on emotionally adaptive agents hints at a longstanding interest in believable, human-centered AI. With hundreds of citations across multiple disciplines, Francis represents a rare bridge between practical robotics engineering and thoughtful human-aware system design.
Research Focus
Key Achievements
Top Papers
- 1Google Scanned Objects: A High-Quality Dataset of 3D Scanned Household Items315 citations · 2022
- 2Learning Navigation Behaviors End-to-End With AutoRL230 citations · 2019
- 3Principles and Guidelines for Evaluating Social Robot Navigation Algorithms59 citations · 2024
- 4
- 5Graph Neural Networks for Motion Planning15 citations · 2020
- 6Principles and Guidelines for Evaluating Social Robot Navigation Algorithms15 citations · 2023
- 7Learning Navigation Behaviors End to End.14 citations · 2018
- 8Google Scanned Objects: A High-Quality Dataset of 3D Scanned Household Items13 citations · 2022
- 9Emotional Memory and Adaptive Personalities9 citations · 2009
- 10A Protocol for Validating Social Navigation Policies6 citations · 2022