EMR Workshop @ ECCV 2026

About the Workshop

Robots eventually must operate in physical environments and perceive through multimodal sensing. Embodied reasoning is therefore critical as it must comprehend physical constraints and multimodal sensory inputs within the complex task contexts. Different from most studies on general multimodal understanding and reasoning, embodied AI scenarios introduce several unique challenges:

Robot-centric multimodal reasoning: Reasoning must extend beyond human-centric modalities such as vision/text to incorporate robot-centric sensory modalities, including tactile, proprioceptive, and force feedback.
Physically-grounded multimodal reasoning: Reasoning must proceed in a physically valid manner to ensure that plans and actions are executable.
Interaction-oriented multimodal reasoning: Agents must interact with the environment and humans, which is inherently multimodal; modeling and understanding such interactions and their effects across modalities remain a fundamental challenge.

This workshop focuses on the design of multimodal reasoning for deployable embodied agents, with an emphasis on robot-centric, physically-grounded, and interaction-centric reasoning across embodied tasks such as navigation and manipulation. We encourage contributions that study how multimodal reasoning can be represented, updated, and evaluated under interactive scenarios considering robot-specific sensing modalities and realistic physical constraints across diverse application settings.

Topics:

Embodied Multimodal Reasoning Robotic Multimodal Reasoning Physically Grounded Reasoning Human-Centric Multimodal Reasoning Long-Horizon / Action-based Reasoning Embodied Navigation / Manipulation Benchmarks for Embodied Reasoning

Call for Papers

Topics

We invite submissions on topics including, but not limited to:

Embodied Multimodal Reasoning
Robotic Multimodal Reasoning
Physically Grounded Reasoning
Human-Centric Multimodal Reasoning

Long-Horizon and Action-Conditioned Reasoning
Embodied Navigation and Manipulation
Evaluation and Benchmarks for Embodied Reasoning
Multimodal Interaction, Grounding, and Planning

Important Dates

Paper Submission	July 12, 2026 (23:59 AoE)	Loading...
ECCV Accepted Paper Submit	July 24, 2026 (23:59 AoE)	Loading...
Paper Notification	July 31, 2026	Loading...
Camera Ready	August 15, 2026	Loading...

*All deadlines are Anywhere on Earth (AoE). Timelines are subject to change.

Submission Guidelines

Format: Papers must be submitted in the ECCV 2026 format.
Length: Max 14 pages (excluding references).
Review: Double-blind peer review via OpenReview, with each paper receiving at least two reviews.
Acceptance: We plan to accept approximately 15–20 papers (40–50% acceptance rate), with ~5 selected for oral presentations and the remainder as posters.

Submit via OpenReview

Challenge: VLNVerse

This workshop hosts an embodied challenge for assessing physically-grounded multimodal reasoning within realistic physical constraints. The challenge, VLNVerse, features embodied navigation where agents integrate perception, memory, and action-conditioned reasoning over long horizons.

Challenge Deadline: July 31, 2026 (23:59 AoE)

VLNVerse covers three navigation tasks evaluated under a unified environment and protocol:

Vision-Language Navigation

Navigate following natural language instructions

Object-Goal Navigation

Navigate to find target objects

Visual-Reference Navigation

Navigate using visual references

All tasks will be evaluated via the EvalAI platform and public leaderboards to ensure fair and reproducible comparison.

Join Challenge on EvalAI (Coming Soon) Codebase (Coming Soon) Data (Coming Soon)

Invited Speakers (All Confirmed)

Program (Tentative)

08:50 – 09:00	Opening Remarks
09:00 – 09:45	Invited Talk 1 Andreas Geiger (University of Tübingen)
09:45 – 10:30	Invited Talk 2 Marc Pollefeys (ETH Zurich / Microsoft)
10:30 – 11:15	Invited Talk 3 Katerina Fragkiadaki (Carnegie Mellon University)
11:15 – 11:45	VLNVerse Challenge Presentations
11:45 – 12:25	Poster Session I
12:25 – 13:25	Lunch Break
13:25 – 14:10	Invited Talk 4 Yuke Zhu (UT Austin / NVIDIA)
14:10 – 14:55	Invited Talk 5 Ranjay Krishna (University of Washington / Allen Institute)
14:55 – 15:40	Invited Talk 6 Saining Xie (New York University)
15:40 – 16:10	Oral Presentations 5 selected papers
16:10 – 16:50	Poster Session II
16:50 – 17:00	Closing Remarks