Princeton Robotics Seminar

The seminar is scheduled on Fridays at 11am-12pm eastern time (unless noted). The location is Computer Science Building, Room 105.

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Upcoming Seminars

May 12, 2023 - David Fridovich-Keil, University of Texas at Austin

Title: Dynamic Game Models for Multi-Agent Interactions: The Role of Information in Designing Efficient Algorithms

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Abstract: This talk introduces dynamic game theory as a natural modeling tool for multi-agent interactions ranging from large, abstract systems such as ride-hailing networks to more concrete, physically-embodied robotic settings such as collision-avoidance in traffic. We present the key theoretical underpinnings of dynamic game models for these varied situations and draw attention to the subtleties of information structure, i.e., what information is implicitly made available to each agent in a game. Thus equipped, the talk presents a state-of-the-art technique for solving these games, as well as a set of “dual” techniques for the inverse problem of identifying players’ objectives based on observations of strategic behavior.

Biography: David Fridovich-Keil is an assistant professor at the University of Texas at Austin. David’s research spans optimal control, dynamic game theory, learning for control, and robot safety. While he has also worked on problems in distributed control, reinforcement learning, and active search, he is currently investigating the role of dynamic game theory in multi-agent interactive settings such as traffic. David’s work also focuses on the interplay between machine learning and classical ideas from robust, adaptive, and geometric control theory.

 

Past Seminars

April 21, 2023, Renee Zhao - Multifunctional Origami Robots

April 7, 2023, Scott Kuindersma - Task Agility: Making Useful Dynamic Behavior Easier to Create

Mar 24, 2023 - Dorsa Sadigh - Learning Representations for Interactive Robotics

Mar 10, 2023 - Greg Chirikjian - Robot Imagination: Affordance-Based Reasoning about Unknown Objects

Feb 28, 2023 - Danica Kragic - Learning perception, action and interaction

Feb 10, 2023 - Ken Goldberg - The New Wave in Robot Grasping

Dec 2, 2022 - Nadia Figueroa - Collaborative Robots in the Wild: Challenges and Future Directions from a Human-Centric Perspective

Nov 11, 2002 - Andy Zeng - Language as Robot Middleware

Oct 28, 2022 - Tomas Lozano-Perez - Generalization in Planning and Learning for Robotic Manipulation

Oct 14, 2022 - Sarah Tang - Data-Centric ML for Autonomous Driving

Sep 30, 2022 - Radhika Nagpal - Towards Collective A.I.

Sep 16, 2022 - Katie Skinner - Learning from Limited Data for Robot Vision in the Wild

April 22, 2022 - Mac Schwager - Reimagining Robot Autonomy with Neural Environment Representations

April 8, 2022 - Stephen Tu - Learning from many trajectories

March 25, 2022 - Karen Leung - Towards the Unification of Autonomous Vehicle Safety Concepts: A Reachability Perspective

March 11, 2022 - Reza Moini - Bio-inspired Design and Additive Manufacturing of Architected Cement-based Materials

Feb 25, 2022 - Aimy Wissa - Bio-Inspired Locomotion Strategies across Mediums: From Feather-Inspired Flow Control to Beetle-Inspired Jumping

Feb 11, 2022 - Jordan Taylor - The steep part of the learning curve: how cognitive strategies shape motor skill acquisition

Dec 3, 2021 - Naomi LeonardCollective Intelligence and Multi-Robot System

Nov 19, 2021 - Aaron Ames - Safety-Critical Control of Dynamic Robots

Nov 5, 2021 - Chuchu Fan - Building Dependable Autonomous Systems through Learning Certified Decisions and Control

Oct 8, 2021 - Karthik Narasimhan - Language-guided policy learning for better generalization and safety

Sep 24, 2021 - Daniel Cohen - Living microrobots: controlling cellular swarms and the waterbear as a potential microrobot chassis

Sep 17, 2021 - Michael Posa - Contact-Rich Robotics: Learning, Impact-Invariant Control, and Tactile Feedback

Feb 11, 2021 - Jia Deng - Optimization Inspired Deep Architectures for Multiview 3D

Feb 25, 2021 - Stefana Parascho - Rethinking Architectural Robotics

Mar 11, 2021 - Naveen Verma - AI Meets Large-scale Sensing: preserving and exploiting structure of the real world to enhance machine perception

April 8, 2021 - Jaime Fernandez Fisac - Safe Robots in the Wild: maintaining safety by planning through uncertainty and interaction

April 22, 2021 - Olga RussakovskyZhiwei Deng - Evolving Graphical Planner: Contextual Global Planning for Vision-and-Language Navigation

May 6, 2021 - Bartolomeo Stellato - Data-Driven Embedded Optimization for Control

 

Organizers

 

Allen Ren, Alexandra Bodrova, Nate SimonAnirudha Majumdar