activity
20232026
most citedLearning with 3D rotations, a hitchhiker's guide to SO(3)

3 citations · 12 across the 27 of their papers we have counts for

collaborators

30 papers

cs.RO2026

GLST: Global-Local Spatio-Temporal Memory Decomposition Framework for Online Chained-Goal Navigation

Yousef Liang, Ryan Ardalan, Yarden Goraly +6

Autonomous navigation in real-world environments often requires long-horizon operation under partial observability and evolving goals. Existing mapless navigation approaches predom…

cs.RO2026

Structured World-State Reasoning for Agentic Robotic Search

Finley R. Holt, Luis A. Pabon, John Irvin Alora +2

Long-horizon robotic search must resolve natural language against heterogeneous, incomplete, and often ambiguous evidence: textual information, prior maps, and observations arrivin…

cs.CV2026

A Scene Language Model for Open-Vocabulary Scene Mapping

Adam Lilja, Fabio Hübel, Siming He +6

Open-vocabulary 3D scene mapping aims to build a persistent representation of the objects in an environment. Existing systems typically rely on engineered mapping pipelines to asso…

cs.RO2026

Advances, challenges, and opportunities for legged robots

Jonas Frey, Matías Mattamala, Hae-Won Park +5

Humanoid and quadrupedal robots have the potential to revolutionize the way we work, interact, and coexist with intelligent machines. To understand their effects on society and how…

cs.RO2026

FARM: Find Anything using Relational Spatial Memory

Siming He, Leo Huang, Adam Lilja +6

Robots operating in homes, warehouses, and other object-rich environments need memory systems that can find specific object instances on demand. Object-level memory alone is often…

cs.RO2026

EgoHTR: Egocentric 4D Demonstrations of Human Terrain Traversal

Alex Brandes, Haig Conti Georges Sajelian, Manthan Patel +11

Deploying humanoid robots in unstructured terrain remains an open problem. While classic reinforcement learning struggles with the sheer complexity of real-world interactions, more…

cs.RO2026

DigiForest: Digital Analytics and Robotics for Sustainable Forestry

Marco Camurri, Enrico Tomelleri, Matías Mattamala +18

Covering one third of Earth's land surface, forests are vital to global biodiversity, climate regulation, and human well-being. In Europe, forests and woodlands reach approximately…

cs.RO2026

WildOS: Open-Vocabulary Object Search in the Wild

Hardik Shah, Erica Tevere, Deegan Atha +6

Autonomous navigation in complex, unstructured outdoor environments requires robots to operate over long ranges without prior maps and limited depth sensing. In such settings, rely…

cs.RO2026

GrandTour: A Legged Robotics Dataset in the Wild for Multi-Modal Perception and State Estimation

Turcan Tuna, Jonas Frey, Frank Fu +5

Accurate state estimation and multi-modal perception are prerequisites for autonomous legged robots in complex, large-scale environments. To date, no large-scale public legged-robo…

cs.RO2026

Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning

Milan Ganai, Katie Luo, Jonas Frey +2

Embodied Chain-of-Thought (CoT) reasoning has significantly enhanced Vision-Language-Action (VLA) models, yet current methods rely on rigid templates to specify reasoning primitive…

cs.RO2026

DeFM: Learning Foundation Representations from Depth for Robotics

Manthan Patel, Jonas Frey, Mayank Mittal +5

Depth sensors are widely deployed across robotic platforms, and advances in fast, high-fidelity depth simulation have enabled robotic policies trained on depth observations to achi…

cs.RO2025

VLD: Visual Language Goal Distance for Reinforcement Learning Navigation

Lazar Milikic, Manthan Patel, Jonas Frey

Training end-to-end policies from image data to directly predict navigation actions for robotic systems has proven inherently difficult. Existing approaches often suffer from eithe…

cs.RO2025

Kleinkram: Open Robotic Data Management

Cyrill Püntener, Johann Schwabe, Dominique Garmier +2

We introduce Kleinkram, a free and open-source system designed to solve the challenge of managing massive, unstructured robotic datasets. Designed as a modular, on-premises cloud s…

cs.RO2025

GaussGym: An open-source real-to-sim framework for learning locomotion from pixels

Alejandro Escontrela, Justin Kerr, Arthur Allshire +4

We present a novel approach for photorealistic robot simulation that integrates 3D Gaussian Splatting as a drop-in renderer within vectorized physics simulators such as IsaacGym. T…

cs.RO2025

NaviTrace: Evaluating Embodied Navigation of Vision-Language Models

Tim Windecker, Manthan Patel, Moritz Reuss +5

Vision-language models demonstrate unprecedented performance and generalization across a wide range of tasks and scenarios. Integrating these foundation models into robotic navigat…

cs.RO2025

Building Forest Inventories with Autonomous Legged Robots -- System, Lessons, and Challenges Ahead

Matías Mattamala, Nived Chebrolu, Jonas Frey +5

Legged robots are increasingly being adopted in industries such as oil, gas, mining, nuclear, and agriculture. However, new challenges exist when moving into natural, less-structur…

cs.RO2025

Risk-Guided Diffusion: Toward Deploying Robot Foundation Models in Space, Where Failure Is Not An Option

Rohan Thakker, Adarsh Patnaik, Vince Kurtz +10

Safe, reliable navigation in extreme, unfamiliar terrain is required for future robotic space exploration missions. Recent generative-AI methods learn semantically aware navigation…

cs.RO2025

DAPPER: Discriminability-Aware Policy-to-Policy Preference-Based Reinforcement Learning for Query-Efficient Robot Skill Acquisition

Yuki Kadokawa, Jonas Frey, Takahiro Miki +2

Preference-based Reinforcement Learning (PbRL) enables policy learning through simple queries comparing trajectories from a single policy. While human responses to these queries ma…

cs.RO2025

Learned Perceptive Forward Dynamics Model for Safe and Platform-aware Robotic Navigation

Pascal Roth, Jonas Frey, Cesar Cadena +1

Ensuring safe navigation in complex environments requires accurate real-time traversability assessment and understanding of environmental interactions relative to the robot`s capab…

cs.RO2025

Boxi: Design Decisions in the Context of Algorithmic Performance for Robotics

Jonas Frey, Turcan Tuna, Lanke Frank Tarimo Fu +8

Achieving robust autonomy in mobile robots operating in complex and unstructured environments requires a multimodal sensor suite capable of capturing diverse and complementary info…

cs.RO2025

Diffusion Based Robust LiDAR Place Recognition

Benjamin Krummenacher, Jonas Frey, Turcan Tuna +2

Mobile robots on construction sites require accurate pose estimation to perform autonomous surveying and inspection missions. Localization in construction sites is a particularly c…

cs.RO2025★ 2 cited

Holistic Fusion: Task- and Setup-Agnostic Robot Localization and State Estimation with Factor Graphs

Julian Nubert, Turcan Tuna, Jonas Frey +4

Seamless operation of mobile robots in challenging environments requires low-latency local motion estimation and accurate global localization. While most sensor-fusion approaches a…

cs.RO2024★ 1 cited

RoadRunner M&M -- Learning Multi-range Multi-resolution Traversability Maps for Autonomous Off-road Navigation

Manthan Patel, Jonas Frey, Deegan Atha +3

Autonomous robot navigation in off-road environments requires a comprehensive understanding of the terrain geometry and traversability. The degraded perceptual conditions and spars…

cs.RO2024

Identifying Terrain Physical Parameters from Vision -- Towards Physical-Parameter-Aware Locomotion and Navigation

Jiaqi Chen, Jonas Frey, Ruyi Zhou +3

Identifying the physical properties of the surrounding environment is essential for robotic locomotion and navigation to deal with non-geometric hazards, such as slippery and defor…