CoRL 2026/Half-Day Workshop/In-Person

Workshop on Agentic Robotics

What changes when an agent must reason, act, and recover on a real robot.

Supported By

AgileX logo
Unitree logo

Across the broader AI field, agents increasingly operate by decomposing tasks, generating code, calling tools, managing memory, and revising plans based on intermediate feedback. This pattern is spreading to robotics, where reasoning, skills, and verification are composed at inference time on top of learned policies. Bringing the paradigm onto physical robots, however, surfaces challenges absent from digital settings: actions are continuous and irreversible, observations are noisy and partial, and decisions must be made in real time. We call this emerging area the study of agentic robotics.

Research on agentic robotics is currently distributed across several communities — foundation-model and VLA researchers building reasoning loops on learned policies, planning researchers using language models as abstractions, control and policy-learning researchers studying long-horizon execution, and software-agent researchers extending their methods to embodied tasks. These efforts share substantial common ground but rarely meet in the same session. This workshop creates that forum, with the explicit aim of surfacing shared open problems and points of disagreement across these communities.

Open Problems

The workshop organizes around six concrete open problems where the agent paradigm meets the physical world.

The agent–policy seam

Where should the boundary fall between the reasoning layer and the motor layer — downloadable code libraries, fixed primitives, learned skills, or monolithic vision-language-action models? Is a factored agent–policy split a durable architecture for robotics, or a temporary scaffold that scaling will absorb?

Real-world self-improvement

Closed-loop agentic systems can drive real-world self-improvement pipelines such as real-world RL and physical auto-research. How do we build an agent system that manages this without human intervention?

Abstraction-aware guiding

Feedback can be injected mid-trajectory at many levels of abstraction. How should a system route corrections to the level where they generalize bestlanguage feedback to the agent for task logic, kinesthetic feedback to the policy for motor primitives — rather than smearing supervision across a monolithic model?

Simulation as the data multiplier

With controlled environments and verifiable rewards, how can we best leverage agentic systems to hill-climb research and generate data in simulation?

Zero-shot composition

Novel task structure is currently most accessible through an agent layer riding the foundation-model flywheel. Can monolithic VLA models absorb compositional capability through scaling, or is architectural factoring the only known route to zero-shot task composition?

Evaluating agentic robotic systems

What does an honest benchmark look like for systems that are multi-turn, multi-abstraction, and evaluated across simulation and reality? If “the agent decided to try again” is itself a behavior under test, how do we measure recovery without rewarding benchmark gaming?

An Interactive Live Demo Session

The half-day workshop is built around live demonstrations and audience-driven discussion rather than a sequence of talks. Each demonstrator gives a short pitch, then runs the system live on a physical robot or in simulation while the audience suggests tasks, probes failure modes, and — where feasible — operates it directly. Short framing talks anchor the demos in concrete open problems, a fishbowl discussion rotates demonstrators, speakers, and attendees through one conversation, and a closing synthesis seeds a community position paper developed after the conference as the workshop artifact.

Standardized workshop tasks

A small suite of diagnostic tasks spanning tabletop manipulation, mobile manipulation, and navigation — chosen to expose the seams between perception, reasoning, skill selection, control, and recovery. Run on shared setups from confirmed sponsors: AgileX bimanual arms and mobile bases and Unitree humanoids, with some tasks adapted from the What Bimanuals Can Do competition at ICRA 2026.

Open call for demos on provided platforms

Submit agentic systems to run on platforms supplied by the organizers and partners. Planning, VLA, memory, verification, and tool-use agents can participate without shipping their own hardware.

Bring-your-own demos

Bring your own robots or portable setups to broaden the session beyond any single embodiment. The organizers help with shipping and logistics.

Invited Speakers

Short framing talks bring together researchers spanning foundation models and VLA, planning, control and policy learning, and software agents — the communities whose work converges on agentic robotics.

Ran Zhang

Ran Zhang

Tencent Video AI Center

Guanya Shi

Guanya Shi

Carnegie Mellon University

Ken Goldberg

Ken Goldberg

UC Berkeley

Jonathan Tremblay

Jonathan Tremblay

NVIDIA

Schedule

Tentative

A half-day afternoon program centered on live demonstrations and audience-driven discussion.

14:00 – 14:15

Opening remarks & workshop overview

14:15 – 15:40

Invited talks & demo preparation

15:40 – 16:00

Coffee break

16:00 – 18:00

Live demos & poster session

Call for Contributions

We invite contributions across two tracks — a Demo Track and a Poster Track — addressing the workshop's open problems.

All submissions are reviewed single-blind via OpenReview.

Submission Deadline

Tentative

Mid-September 2026

Submissions Close In

XXDays
:
XXHrs
:
XXMins
:
XXSecs

Call for submissions

July 2026

Submission deadline

Mid-September 2026

Author notifications

Early October 2026

Camera-ready

Late October 2026

Demo Track

Submit a short demonstration video (up to 3 minutes) plus a description of hardware and software requirements.

We especially encourage demos that can be operated by audience members, span multiple open problems, or explicitly surface failure modes. Platforms can be supplied by the organizers and partners.

Poster Track

Submit short papers (up to 4 pages excluding references, in CoRL format) reporting research, position arguments, or work in progress on the workshop themes.

Each submission receives at least two reviews from a program committee of 15–20 researchers across the relevant communities.

📄 Following CoRL workshop policy, papers already accepted at the main CoRL 2026 conference are not eligible.

Organizers