Submitted · Research manuscript · 2026
Direct Solution of Algebraic Path Problems
Richard Samuelson, Itay Kadosh, James P. Fairbanks
Semiring-based sparse algebraic path algorithms unify shortest paths, widest paths, and reachability, with open-source Julia implementations for CPUs and NVIDIA GPUs.
Submitted · ICRA 2027 · 2026
Same Scene, Different Story: Evaluating Robot Perception Across Scene Phases in the Wild
Jishnu Jaykumar P*, Itay Kadosh*, Narendhiran Vijayakumar*, Srinanditha Kamath, Sai Haneesh Allu, Govind Tyagi Rangappa, Animesh Maheshwari, Jikai Wang, Yu Xiang
* Equal contribution
A real-world perception benchmark across scene changes: 100 scenes, 70 objects, and 133,121 frames, with 49 models tested in 65 model–task evaluations.
Six tasks cover image depth, video depth, object tracking, relative camera pose, general VQA, and in-context VQA. The dataset includes over 5.2 million VQA question records.
Submitted · ICRA 2027 · 2026
IntelX: Autonomous Indoor Exploration via Local Coverage Gain Prediction and Structure-Aware Planning
Saurav Dosi, Itay Kadosh, Yu Xiang
A U-Net predicts local coverage gain from partial maps, guiding memory- and structure-aware planning for efficient indoor robot exploration.
Submitted · ACC 2027 cycle · 2026
A Layered Control Architecture for Multi-Agent Coordination on Cellular Sheaves with a Conic Constrained Harmonic Extension
Itay Kadosh, Richard Samuelson, James P. Fairbanks
A layered approach to multi-agent coordination using cellular sheaves and constrained harmonic extension. CellularSheaves.jl provides companion software.