Real Time Resilient planning via Multimodal Reasoning | Navin Sriram Ravie

Real Time Resilient planning via Multimodal Reasoning
Navin Sriram Ravie, RISS 2025 Cohort | Sebastian Scherer
Carnegie Mellon University
Robotics Institute Summer Scholars: https://riss.ri.cmu.edu/

Resilient planning-- including dynamic risk library, encountering anomalies during operation, associating dangers to open vocabulary dense semantic features, and modeling risk-- will expand the flying system's risk library and better prepare it for obstacles. The pipeline includes a fast loop and a slow loop. The fast loop constantly searches for risky objects or anomalies, drawing upon NaRADIO + SigLIP features and real-time risk detection features to categorize data according to its risk library. The slow loop is enacted if an anomaly is detected and used to find its cause using Vision-Language Model causal analysis. It will create a detailed summary of the anomaly, which can be embedded and stores in the system with FAISS-powered embedding DB. This enters the data library, and can be drawn upon in the future to more optimally respond to the situation.

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The Robotics Institute Summer Scholars (RISS) Program at Carnegie Mellon University's School of Computer Science

Carnegie Mellon University’s Robotics Institute is committed to opening doors and creating opportunities for future leaders in robotics. Carnegie Mellon University is home to the top-ranked School of Computer Science, the world’s first university robotics department, the world’s first Ph.D. in robotics, and the largest university-affiliated robotics research group. Launched in 2006, CMU’s Robotics Institute Summer Scholars (RISS) program (http://riss.ri.cmu.edu/) comprises a ten-week summer undergraduate research program that immerses a diverse cohort of scholars in cutting-edge robotics and extensive post-program mentoring. The program provides opportunities for students from across the country and the world to conduct research with leaders in the field. The program aspires to foster a diverse and inclusive working and learning environment where all students enjoy the educational benefits of diversity and are actively welcomed, included, and supported by the community. The quality and breadth of research, high level of institute and university engagement, and powerful professional development programming, graduate school application counseling, and alumni network create transformative experiences and remarkable post-program trajectories.

RESEARCH RESULTS:
Explore our research projects and results at:
Videos & Posters at https://riss.ri.cmu.edu/research_show...
Working Papers Journal at https://riss.ri.cmu.edu/research_show...

APPLY: Starting November 1st at https://riss.ri.cmu.edu/

SCHOLAR EXPERIENCE: Scholars contribute, communicate, & connect.
Contribute: Scholars contribute to robotics research projects through a guided research experience with multiple layers of mentorship.
Communicate: Scholars learn how to effectively communicate research ideas to various audiences (e.g., sponsors, academic audience, novice audiences) and in various formats (e.g., elevator pitches, short talks, research papers, and poster presentations).
Connect: Scholars forge long-lasting connections to Carnegie Mellon University researchers and partners.

PROFESSIONAL SKILLS DEVELOPMENT: The RISS communications workshop series includes workshops and one-on-one tutoring on writing research & technical papers, designing graphics, and presenting posters. Their impressive results are a reflection of the deep partnerships and commitment of partners’ teaching contributions.

Robotics Workshops & Talks: The technical professional development series exposes scholars to a wide range of robotics applications and projects through weekly robotics talks, visits to labs, and hands-on workshops.


COMMUNITY: We foster the creation of a supportive learning community through intentional messaging, welcoming events, and effective programming. Onboarding includes virtual orientation sessions and office hours, a cohort Slack group, on-site orientation, and weekly office hours. Programming is structured to engage students in deep interactions – from workshop teams to peer reviews for papers and posters. Projects require students to go beyond their current skill set and to learn from others. Over 75 individuals participate as mentors, presenters, or programming partners annually.

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