IROS 2026 IROS 2026 Workshop

Workshop Papers & Demos

Browse nine paper contributions and two demonstrations, with manuscripts and demo videos. Explore the contributions →

Overview

Human-robot interaction (HRI) is moving beyond conventional physical interfaces and isolated feedback channels toward sensorimotor augmentation that more closely matches human perception, proprioception, and decision-making. Despite major advances in robot learning, multimodal sensing, and shared autonomy, important challenges remain in reducing operator workload, preserving situational awareness, and enabling intuitive and safe HRI under uncertainty.

The workshop expands the concept introduced in our recent ICRA/IROS 2025 events by focusing on three concrete advances. First, it examines digital-twin-enhanced training and evaluation, including simulation-based scenario design, sim-to-real calibration, and demonstration data collection for reproducible benchmarking. Second, it addresses adaptive shared autonomy with measurable safeguards, including authority allocation, risk-sensitive control, safety filters, and online adaptation to operator state and task complexity. Third, it broadens the application scope beyond teleoperation in the narrow sense to include interactive assistance, rehabilitation, surgical robotics, marine operations, and nuclear decommissioning, where human capability, environmental uncertainty, and safety constraints must be treated jointly.

Figure 1: HIO teleoperation framework
Figure 1: Human-interaction-oriented (HIO) teleoperation: Modalities, subjects, and criteria across diverse applications.

Aim and Scope

Unlike previous workshops focused on unilateral teleoperation, this event uniquely explores sensorimotor integration across diverse applications - surgery, marine exploration, and nuclear decommissioning - where human adaptability and real-time feedback are critical. Building upon the success of the 4th edition at IROS 2025 in Hangzhou, this 5th edition introduces new themes and an expanded half-day format. Topics include:

The half-day workshop features 5 confirmed speakers from academia and industry, an innovative Mentor-Mentee Network (MMN) fostering cross-disciplinary collaboration, interactive poster and demonstration activities, and an industry showcase. By integrating robotics, neuroscience, and human-computer interaction, this workshop seeks to reconceptualize teleoperation through human-centered sensorimotor enhancements, prioritizing safety and intuitive interaction to enable next-generation collaborative frameworks.

History at a Glance

Organizers

Speakers

Programme

The workshop is a half-day afternoon event. All times are in Eastern Time (Pittsburgh local time).

Online ParticipationJoin Online via Microsoft Teams
Afternoon Sessions (1:30 PM - 5:30 PM)
TimeTalkComments
13:30 - 13:40Welcome and Workshop Introduction — Dr. Ziwei WangWorkshop overview, motivation, and introduction to HIO paradigm
Session 1: Adaptive and Multimodal Human–Robot Interaction
13:40 - 14:05Prof. Dongjun Lee — How to Intuitively and Efficiently Teleoperate a Limited-Dexterity Robot Hand for Contact-Rich Manipulation Data CollectionInvited talk
14:05 - 14:30Prof. Hao Su — Deep Reinforcement Learning in Simulation for Versatile Wearable and Surgical RobotsInvited talk
14:30 - 14:45Moderated Q&A and Cross-TalkDiscussion across control, assistive robotics, and wearable interaction
14:45 - 15:15Prof. Chenguang Yang — Skill-Based Learning and Compliant Control for Enhanced Human-Robot Teleoperation and InteractionInvited talk
15:15 - 16:00Coffee Break, Posters and DemonstrationsOfficial afternoon break; informal discussion around posters and demo systems
Session 2: Sensorimotor Augmentation in Real-World Teleoperation
16:00 - 16:25Dr. Enrica Zereik — Embodied Intelligence and Social Cues for Cooperation in Multi-Robot SystemsInvited talk
16:25 - 16:50Prof. Ya-Jun Pan — Effective Adaptive Robot-robot and Human-robot InteractionInvited talk
16:50 - 17:25Poster SessionSelected posters and demos
17:25 - 17:30Closing Remarks and Next StepsSummary of technical challenges, benchmarking needs, and deployment priorities

Selected Posters and Demos

Workshop contributions: Browse papers · Watch demos

Invited Speakers

Sponsor

We thank our sponsors, technical committee partner, and journal partner for supporting the workshop.

Organizing Committee

Papers & Demos

Explore the workshop contributions, including nine papers and two demonstrations.

Papers

#1 Execution-Conditioned Reference Handoff for Asynchronous Humanoid Vision-and-Language Navigation

Guojie Cui, Tianyu Geng, Hansen Zhang, Fengchen Du, Jianning Chi, and Xiangyue Zhang

Northeastern University, China

An execution-aware framework that separates the arrival of a navigation reference from its acceptance by a moving humanoid. It adapts reference geometry and compares keeping, updating, or transitioning between trajectories, with evaluation in simulated Unitree G1 stair navigation.

#2 PAIR-Grasp: A Novel Benchmark Dataset and Model for Low-Light Robotic Grasp Detection

Jiahui Zhang, Shuo Wang, Jiamin Zhang, Jing Yang, and Lu Chen

Shanxi University, China

A physics-grounded RGB-D grasp detection framework that extracts illumination-invariant structural cues for low-light manipulation. The study introduces the RLL-Grasp dataset and reports evaluations on the dataset and in real-world robotic grasping trials.

#3 Wearable Smart Insole Based Estimation of Three Dimensional Ground Reaction Forces via Spatio Temporal Attention Fusion

Jin Luo, Ziwei Wang, and Liucheng Guo

Lancaster University; Tangi0 Ltd (TG0), United Kingdom

A wearable framework that combines plantar pressure and inertial measurements using spatial and temporal attention to estimate three-dimensional ground reaction forces. Evaluation against a force plate in five healthy adults reports improved performance over a dual-stream attention baseline, with broader validation remaining future work.

#4 Spatially Asynchronous Latent Generation in Irregular Image Inpainting: Limits of Geometry-Guided Phase and Content Control

Muzi Ding, Qing Xu, and Xiaofeng Zhang

Nantong University, China

A comparison of synchronous, geometry-guided, and content-controlled latent generation under matched sampling budgets. Geometry-guided progression improves latent reconstruction metrics, while the tested content signals do not establish an overall advantage over the geometric prior.

#5 Temporal Context for Fluoroscopic Catheter and Guidewire Segmentation in Endovascular Robotics

Nathan Huang and Hao Su

Lubbock High School; NYU Tandon School of Engineering, USA

A study of training augmentation and prior-frame context for catheter and guidewire segmentation on the CathAction human subset. On the matched test frames, neither temporal model improves mean Dice over the augmented single-frame U-Net; robotic control and clinical performance were not evaluated.

#6 Preserving Operator Intent Under Actuation Constraints: Teleoperation of Manipulators with Coupled Transmissions

Xuhan Miao, Zijin Han, Yutong Shen, Haidong Huang, Shanliushui Gao, Lei Zhang, Xiaocong Li, and Chenguang Yang

Beijing University of Technology; The Hong Kong Polytechnic University; SynnoverAI; Technical University of Munich; University of Hamburg; Eastern Institute of Technology

A leader–follower teleoperation method that accounts for coupled transmissions, gravity loads, and actuator saturation. Coordinated motor-space saturation and feasible-reference updates preserve operator motion intent and improve trajectory continuity in real-robot experiments.

#7 Gaze-Controlled Dual-Arm Teleoperation Based on Visual Separation Scheme: Towards Operational Space-Sensitive Elderly Assistive Manipulation

Yicheng Shi and Ziwei Wang

Lancaster University, United Kingdom

A proposed gaze-controlled dual-arm shared autonomy framework for assistive manipulation in constrained elderly-care environments. A visual separation scheme allocates attention between command generation and situational monitoring; the paper outlines evaluation tasks and expected outcomes.

#8 Reinforcement Learning-Based Intelligent Control of Lower Limb Exoskeletons for Personalized Gait Rehabilitation

Yiyang He, Ziwei Wang, and Tao Xue

Lancaster University, United Kingdom; Tsinghua University, China

A proposed dual-layer reinforcement learning framework combining patient-specific gait modeling with anticipatory exoskeleton assistance. The approach integrates musculoskeletal simulation, progressive rehabilitation rewards, and instrumented insole sensing, with validation planned from simulation to pilot hardware deployment.

#9 Runtime-Constrained Residual Execution for Sequential Dual-Sided Grasping

Zhangliang Gao, Zhihe Zhou, and Haoran Li

Xi’an Jiaotong-Liverpool University, China

A residual-control execution layer for retaining one object while grasping another with a dual-sided dexterous hand. A fixed upstream plan is combined with learned retention adjustments and deterministic command constraints; simulation results provide preliminary feasibility evidence.

Demos

Watch the demonstration videos and read the accompanying submissions.

#10 A Simulation Platform for Comparing Visual Guidance Strategies in Robotic Surgery Training

Yizhou Li, Shuyuan Yang, and Zonghe Chua

Case Western Reserve University, USA

A SurRoL-based peg-transfer simulator with bimanual Touch-device teleoperation, stereo display, and Varjo eye tracking. The demo presents text, point-of-interest, and foveation guidance under consistent task conditions; user-performance evaluation is future work.

#11 Large Area Vision Based Tactile Sensing with Folded Optics

Yushen Xue, Bin Chen, Haoran Li, and Zhenyu Lu

Harbin Institute of Technology, Shenzhen; South China University of Technology, Guangzhou, China

A four-camera tactile-sensing prototype that folds optical paths over an 86 mm × 86 mm silicone contact surface. Shared image streams support shape classification, contact-trajectory recognition, and multiview deformation reconstruction, with preliminary evidence from one prototype.

Call for Contributions

We invite submissions in the following categories:

  • Research Paper (up to 6 pages + references) - Original research in HIO teleoperation, sensorimotor augmentation, and related fields.
  • Work-in-Progress (up to 2 pages + references) - Preliminary results, emerging ideas, or exploratory studies.
  • Demo Abstract (1 page) - A one-page abstract including a link to a demo video (MP4, up to 3 minutes, 1080p) and a description of the demonstration of teleoperation systems, haptic interfaces, or related technologies.

All papers must be submitted in PDF format following the IROS double-column format. Templates are available at the IEEE templates page. Accepted papers will be presented as posters. Selected papers featured in the Poster Spotlight initiative. The workshop is non-archival.

Submission: Please submit via email to luzhenyu@scut.edu.cn with the subject line IROS 2026 WS Submission.

Awards and Journal Opportunities

Workshop Best Poster Award (US$500) and Workshop Best Demo Award (US$500) will be presented at the workshop. Selected workshop contributions may be invited to submit substantially extended manuscripts to the following journal special issues or transfer option. All journal submissions are subject to the journals' scope, editorial assessment, and standard peer-review process. Extended submission deadline for all journal opportunities: November 30, 2026.

Important Dates

Submission DeadlineSeptember 20, 2026
Notification of AcceptanceSeptember 24, 2026
Workshop DateThursday, October 1, 2026

Mentor-Mentee Network (MMN)

The MMN pairs early-career researchers with established experts for pre-workshop collaborative projects. Selected pairs showcase their work during the afternoon MMN Demonstration Session. Contact luzhenyu@scut.edu.cn to join as a mentor or mentee.

Venue

IROS 2026 will be held at the David L. Lawrence Convention Center in Pittsburgh, Pennsylvania, USA. Pittsburgh, known as Roboburgh, has transformed from the historic Steel City into a global hub for robotics and AI, home to Carnegie Mellon University's Robotics Institute and the National Robotics Engineering Center.

Confirmed IROS 2026 Workshop Location
Thursday, October 1, 2026
1:30 PM - 5:30 PM (Eastern Time)
Room 415

David L. Lawrence Convention Center

1000 Fort Duquesne Blvd, Pittsburgh, PA 15222, USA

Official IROS listing: Half Day · 1:30 PM–5:30 PM · Room 415. Use the official IROS link above for the conference room map.

Getting There

Pittsburgh International Airport (PIT) is approximately 30 minutes from the Convention Center. Taxi, rideshare (Uber/Lyft), and the 28X Airport Flyer bus provide direct connections to downtown.

Accommodation

Hotels within walking distance include Westin Pittsburgh, Omni William Penn, and Drury Plaza. Check the IROS 2026 website for conference rates.

Local Transport

Pittsburgh has bus and light rail (T) via PRT. The Convention Center is near Wood Street and Steel Plaza T stations. Downtown is walkable.

About Pittsburgh

Home to CMU Robotics Institute, NREC, Aurora Innovation, and numerous startups. A city where cutting-edge robotics research meets real-world innovation.