Jonathan Francis
RLL@BCAI Publications Contact Bio

See full publication list on Google Scholar.

Selected Papers

Learning Versatile Humanoid Manipulation with Touch Dreaming
Y. Niu, Z. Fang, B. Chen, S. Zhou, R. Senthilkumaran, H. Zhang, B. Chen, C. Qiu, H. E. Tseng, J. Francis, D. Zhao
arXiv, 2026

paper website

RIO: Flexible Real-time Robot I/O for Cross-Embodiment Robot Learning
P. A. Ortega-Kral*, E. Xing*, A. Bucker, V. Luk, J. Kim, O. Kwon, A. Xie, N. Sobanbabu, Y. Yuan, M. Lee, D. Ameria, B. Ayapilla, J. Bussell, G. Shi, J. Francis, J. Oh
To appear: 22nd Robotics: Science and Systems (RSS 2026)

paper website

LightTact: A Visual-Tactile Fingertip Sensor for Deformation-Independent Contact Sensing
C Lin, B Huo, M Yu, E Ruppel, B Chen, J Francis, D Zhao
To appear: 22nd Robotics: Science and Systems (RSS 2026)

paper website

SOFTMAP: Sim2Real Soft Robot Forward Modeling via Topological Mesh Alignment and Physics Prior
Z. Ma, U. Yoo, J. Francis, W. Zhi, J. Ichnowski, J. Oh
arXiv, 2026

paper website

APEX: Learning Adaptive High-Platform Traversal for Humanoid Robots
Y. Wang, T. Leng, C. Lin, S. Liu, S. Simon, B. Chen, J. Francis, D. Zhao
arXiv, 2026

paper website

GRAPPA: Generalizing and Adapting Robot Policies via Online Agentic Guidance
A. Bucker, P. Ortega-Kral, J. Francis, J. Oh
IEEE Robotics and Automation Letters (RA-L, 2026) —> IROS 2026 + RSS SemRob 2025

paper website

DYMO-Hair: Generalizable Volumetric Dynamics Modeling for Robot Hair Manipulation
C Zhao, U Yoo, AN Chaudhury, G Nam, J Francis, J Ichnowski, J Oh
43rd IEEE International Conference on Robotics & Automation (ICRA 2026)

[Oral]


paper website

STRIVE: Structured Representation Integrating VLM Reasoning for Efficient Object Navigation
H. Zhu, Z. Li, Z. Liu, W. Wang, J. Zhang, J. Francis, J. Oh
43rd IEEE International Conference on Robotics & Automation (ICRA 2026) + RSS SemRob 2025

paper website

LongComp: Long-Tail Compositional Zero-Shot Generalization for Robust Trajectory Prediction
B Stoler, J Francis, J Oh
arXiv, 2025

paper

Visuo-Acoustic Hand Pose and Contact Estimation
Y. Mao*, U. Yoo*, Y Yao, S. N. Syed, L. Bondi, J. Francis, J. Oh, J. Ichnowski
arXiv, 2025

paper website

RCG: Safety-Critical Scenario Generation for Robust Autonomous Driving via Real-World Crash Grounding
B. Stoler, J. Yang, J. Francis, J. Oh
arXiv, 2025

paper

KineSoft: Learning Proprioceptive Manipulation Policies with Soft Robot Hands
U. Yoo, J. Francis, J. Oh, J. Ichnowski
9th Conference on Robot Learning (CoRL 2025)

[Oral]

+ ICLR WRL 2025

paper website

GraphEQA: Using 3D Semantic Scene Graphs for Real-time Embodied Question Answering
S. Saxena, B. Buchanan, C. Paxton, B. Chen, N. Vaskevicius, L. Palmieri, J. Francis, O. Kroemer
9th Conference on Robot Learning (CoRL 2025) + RSS SemRob 2025

paper website

SEAL: Towards Safe Autonomous Driving via Skill-Enabled Adversary Learning for Closed-Loop Scenario Generation
B. Stoler, I. Navarro, J. Francis, J. Oh
IEEE Robotics and Automation Letters (RA-L, 2025) —> ICRA 2026

paper code

MOSAIC: Generating Consistent, Privacy-Preserving Scenes from Multiple Depth Views in Multi-Room Environments
Z. Liu, H. Zhu, R. Chen, J. Francis, S. Hwang, J. Zhang, J. Oh
20th International Conference on Computer Vision (ICCV 2025)

paper website

Your Learned Constraint is Secretly a Backward Reachable Tube
M. Qadri, G. Swamy, J. Francis, M. Kaess, A. Bajcsy
2nd Reinforcement Learning Conference (RLC 2025)

paper

Human2LocoMan: Learning Versatile Quadrupedal Manipulation with Human Pre-Training
Y. Niu*, Y. Zhang*, M. Yu, C. Lin, C. Li, Y. Wang, Y. Yang, W. Yu, T. Zhang, B. Chen, J. Francis, Z. Li, J. Tan, D. Zhao
21st Robotics: Science and Systems (RSS 2025) + RSS EgoAct 2025

paper website

STRAP: Robot Sub-Trajectory Retrieval for Augmented Policy Learning
M. Memmel*, J. Berg*, B. Chen, A. Gupta†, J. Francis†
13th International Conference on Learning Representations (ICLR 2025) + CoRL X-Embodiment 2024

paper arxiv website code

CaDRE: Controllable and Diverse Generation of Safety-Critical Driving Scenarios using Real-World Trajectories
P. Huang, W. Ding, B. Stoler, J. Francis, B. Chen, D. Zhao
42nd IEEE-RAS International Conference on Robotics and Automation (ICRA 2025)

paper

RoPotter: Toward Robotic Pottery and Deformable Object Manipulation with Structural Priors
U. Yoo, A. Hung, J. Francis, J. Oh, J. Ichnowski
23rd IEEE-RAS International Conference on Humanoid Robots (Humanoids 2024)

['Best Oral Finalist' award]


paper arxiv website

SafeShift: Safety-Informed Distribution Shifts for Robust Trajectory Prediction in Autonomous Driving
B. Stoler, I. Navarro, M. Jana, S. Hwang, J. Francis, J. Oh
35th IEEE-ITS Intelligent Vehicles (IV 2024)

paper arxiv code

Enhancing Vision-Language Models with Scene Graphs for Traffic Accident Understanding
A. Lohner, F. Compagno, J. Francis, A. Oltramari
2nd IEEE International Automated Vehicle Validation Conference (IAVVC 2024)

['Best Paper Runner-up' award]


paper arxiv

Learning Unified Multi-Sensory Object Property Representations for Robot Learning via Interactive Perception
G. Tatiya, J. Francis, H.-H. Wu, Y. Bisk, J. Sinapov
41st IEEE-RAS International Conference on Robotics and Automation (ICRA 2024)

paper arxiv code

Cross-Tool and Cross-Behavior Perceptual Knowledge Transfer for Grounded Object Recognition
G Tatiya, J Francis, J Sinapov
arXiv, 2024

paper code

Toward general-purpose robots via foundation models: A survey and meta-analysis
Y. Hu*, Q. Xie*, V. Jain*, J. Francis, J. Patrikar, N. Keetha, S. Kim, Y. Xie, T. Zhang, H.-S. Fang, S. Zhao, S. Omidshafiei, D.-K. Kim, A.-a. Agha-mohammadi, K. Sycara, M. Johnson-Roberson, D. Batra, X. Wang, S. Scherer, C. Wang, Z. Kira, F. Xia, Y. Bisk
arXiv, 2023

paper repo

What Went Wrong? Closing the Sim-to-Real Gap via Differentiable Causal Discovery
P. Huang, X. Zhang, Z. Cao, S. Liu, M. Xu, W. Ding, J. Francis, B. Chen, D. Zhao
7th Conference on Robot Learning (CoRL 2023)

paper arxiv website

Transferring Implicit Knowledge of Non-Visual Object Properties Across Heterogeneous Robot Morphologies
G. Tatiya, J. Francis, J. Sinapov
40th IEEE-RAS International Conference on Robotics and Automation (ICRA 2023)

paper arxiv code

Core Challenges in Embodied Vision-Language Planning
J. Francis, N. Kitamura, F. Labelle, X. Lu, I. Navarro, J. Oh
Journal of Artificial Intelligence Research (JAIR 2022)

paper arxiv

Learn-to-Race: A Multimodal Control Environment for Autonomous Racing
J. Herman*, J. Francis*, S. Ganju, B. Chen, A. Koul, A. Gupta, A. Skabelkin, I. Zhukov, M. Kumskoy, E. Nyberg
16th IEEE/CVF International Conference on Computer Vision (ICCV 2021)

paper arxiv website code

Diverse and Admissible Trajectory Forecasting through Multimodal Context Understanding
S. H. Park, G. Lee, M. Bhat, J. Seo, M. Kang, J. Francis, A. R. Jadhav, P. P. Liang, L.-P. Morency
16th CVF European Conference on Computer Vision (ECCV 2020)

paper arxiv code