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About me
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Lizards of the genus Draco possess specialized morphological structures for gliding, including a patagium, throat lappets, and modified hindlimbs. Despite being among the most specialized reptilian gliders, it is currently unknown how Draco is able to maneuver effectively during flight. Here, we present a new computational method for characterizing the role of tail control on Draco glide distance and stability. We designed and printed a 3D Draco model, and estimated its lift and drag coefficients from wind tunnel experiments. Using the known mass and planar surface area of the Draco we developed a simplified, 3D simulation for Draco gliding, calculating longitudinal and lateral position and a pitch angle of the lizard with respect to a cartesian coordinate frame. Our model suggests an active tail improves both glide distance and stability in Draco. Our approach enables the replication and modification of existing gliders to better understand their performance and mechanics. This can be applied to extinct species, but also as a way of exploring the biomimetic potential of different morphological features. See the paper.
White sharks are known to migrate across the Pacific Ocean to the lee of Hawai’i Island in the spring and early summer. Yet, little is known about why white sharks perform this migration and how key oceanographic features like eddies and seamounts affect their behavior. We analyzed novel white shark Pop-up Satellite Tag (PSAT) data tracking and performed in-situ sampling of oceanography in the region. Our results suggest that the core of anticyclonic eddies, peripheries of cyclonic eddies, and seamounts are structuring vibrant mesopelagic communities in the area, attracting white sharks in a similar way to the well-known White Shark Cafe.
In the Stanford Multi-Robot Systems Lab, I am exploring how learned objectives can improve speed and precision of game-theoretic planners for automous vehicles. We published our most recent work here.
Developed a new path repair algorithm GRIT (Greedy Repair Initializes Tabu search) for handling failures in multi-robot aerial surveys. GRIT outperforms path repair for nominal paths planned with both a traditional lawnmower-style planner and a more sophisticated integer program based planner, achieving adequate re-plans 10-50 times faster than two benchmark planners, making it ideal for online path repair in mid-flight. See the paper.
In 2022 I co-taught and designed an introductory AI Robotics course to undergraduates at Stanford. In 2023, the course was elevated to CS 123 and I served as head TA for Professor Karen Liu.
I initiated an international collaboration between Stanford Student Robotics and Universidad de Costa Rica to automate analysis of drone imagery of sharks, rays, and turtles. We developed a biometrics pipeline to automatically detect large marine animals and compute length, width, mass, and age. We were sponsored by the Stanford Doerr School of Sustainability and Parrot to lead a team of Stanford Students on a field mission to survey Santa Elena Bay, Costa Rica to survey endangered species (Pacific Nurse Sharks, Olive Ridley Turtles) and habitat (mangroves, reefs). Publication accepted, to be released in ECCV 2024 workshop proceedings.
My work explores how large language models (LLMs) and reinforcement learning from human feedback (RLHF) can be used to make quadrupeds like Pupper more friendly and expressive. Publication under review.
I work for the nonprofit Hands-On Robotics, and we are collaborating with the Stanford Children’s Hospital to explore how quadrupeds can improve peri-operative and inpatient pediatric experience. Our work has been featured in the Stanford Report, ABC News, and more.
My current work explores how to train large robot policies to learn from human video data.
Published in Integrative and Comparative Biology, 2021
Recommended citation: Jaden Clark, Christopher Clark, Timothy E Higham. (2021). "Tail Control Enhances Gliding in Arboreal Lizards: An Integrative Study Using a 3D Geometric Model and Numerical Simulation." Integrative and Comparative Biology. https://academic.oup.com/icb/article/61/2/579/6278350
Published in IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2023; 1st Workshop on Multi-Agent Dynamic Games, 2023
Recommended citation: Keiko Nagami* Jaden Clark* Mac Schwager. "Learned Objectives for Game Theoretic Planning." IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2023; 1st Workshop on Multi-Agent Dynamic Games. https://iros2023-madgames.f1tenth.org/papers/nagami.pdf
Published in Under Review, 2023
Recommended citation: Clark et. al, (2023). "Pupper: An Open-Source Quadruped Robot and Curriculum for AI Robotics Education 1." Under Review. (1).
Published in Robotics and Automation Letters, 2024
Recommended citation: Clark, Jaden Shah, Kunal Schwager, Mac (2024). "Online Path Repair: Adapting to Robot Failures in Multi-Robot Aerial Surveys 1." Robotics and Automation Letters. (1). https://ieeexplore.ieee.org/document/10403995
Published in Robotics: Science and Systems, 2024
Recommended citation: Ren, A. Z., Clark, J., Dixit, A., Itkina, M., Majumdar, A., & Sadigh, D. (2024). Explore until Confident: Efficient Exploration for Embodied Question Answering. Robotics: Science and Systems. https://explore-eqa.github.io/
Published in Under Review, 2024
Recommended citation: N/A N/A
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Worked with Dr. Chris Lowe and the CSULB Shark Lab to tag and track Leopard Shark in Big Fisherman’s Cove.
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I spent 3 weeks in Central Arizona collecting Clark’s Spiny Lizards (Sceloporus clarki) with Professor Stephen Adolph. Physiological tests were later performed on the collected lizards at Harvey Mudd College.
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I spent 5 weeks on a research vessel traversing 3000nm through the Central Pacific. We targeted mesoscale eddies, performing CTD casts, net trawls, and taking ADCP measurements.
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Surveyed Blacktip Reef Shark populations and performed temperature transects along the sand flats at Palmyra Atoll with Dr. Barbara Block.
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Spent two weeks with Dr. Chris Lowe and Dr. Mario Espinoza tagging nurse sharks, rays, and fishes in Santa Elena Bay.
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Led a team of Stanford students in a collaboration with Universidad de Costa Rica to study sharks and rays using aerial imagery.
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.