PhD Thesis Defense
PhD Student
Robotics Institute,
Carnegie Mellon University

Robust Reinforcement Learning for Safety Critical Applications via Curricular Learning

NSH 4305

Abstract:  Reinforcement Learning (RL) presents great promises for autonomous agents. However, when using robots in a safety critical domain, a system has to be robust enough to be deployed in real life. For example, the robot should be able to perform across different scenarios it will encounter. The robot should avoid entering undesirable and irreversible [...]

VASC Seminar
Jiaqi Ma
Assistant Professor
University of Illinois Urbana-Champaign

Practical Challenges and Recent Advances in Data Attribution

3305 Newell-Simon Hall

Abstract: Data plays an increasingly crucial role in both the performance and the safety of AI models. Data attribution is an emerging family of techniques aimed at quantifying the impact of individual training data points on a model trained on them, which has found data-centric applications such as training data curation, instance-based explanation, and copyright [...]

PhD Thesis Proposal
PhD Student
Robotics Institute,
Carnegie Mellon University

Spatial Reasoning and Semantic Representations for Intelligent Multi-Robot Exploration and Navigation

NSH 4305

Abstract: Autonomous robot exploration is widely applied in areas such as search and rescue, environmental monitoring, and structural inspection. Multi-robot exploration has garnered significant attention in the robotics research community, as it enables faster task completion and greater coverage than a single robot can achieve. However, it presents unique challenges: behavior coordination is complex, communication [...]

MSR Thesis Defense
MSR Student / MSR Student
Robotics Institute,
Carnegie Mellon University

Autonomous Sensor Insertion and Exchange for Cornstalk Monitoring Robot

Newell-Simon Hall 4305

Abstract: Interactive sensors are an important component of robotic systems but often require manual replacement due to wear and tear. Automating this process can enhance system autonomy and facilitate long-term deployment. We developed an autonomous sensor exchange and maintenance system for an agriculture crop monitoring robot that inserts a nitrate sensor into cornstalks. A novel [...]

PhD Thesis Proposal
PhD Student
Robotics Institute,
Carnegie Mellon University

Leveraging Sense of Agency to Improve the Experience of Control Over Assistive Robots

GHC 6121

Abstract: In an age of autonomous driving and robotics, we are increasingly engaging with robots that deploy autonomous assistance. Cognitive science and human-computer interaction literature tells us that, when we apply autonomy in assistive settings, we are often augmenting the user's sense of agency over the system. Sense of agency is a phenomenon from cognitive [...]

PhD Thesis Proposal
PhD Student
Robotics Institute,
Carnegie Mellon University

Artificial Intelligence in Support of Emergency Care in the Field

GHC 6115

Abstract: Medical emergencies demand rapid and accurate interventions to save lives. Severe injuries often require surgical care within the first 60 minutes when timely action significantly improves survival rates. However, limited resources, remote locations, and unpredictable conditions often obstruct access to advanced medical care during this critical period. This thesis focuses on developing a medical [...]

PhD Thesis Proposal
PhD Student
Robotics Institute,
Carnegie Mellon University

Efficient Synthetic Data Generation and Utilization for Action Recognition and Universal Avatar Generation

NSH 3305

Abstract: Human-centered computer vision technology relies heavily on large, diverse datasets, but collecting data from human subjects is time-consuming, labor-intensive, and raises privacy concerns. To address these challenges, researchers are increasingly using synthetic data to augment real-world datasets. This thesis explores efficient methods for generating and utilizing synthetic data to train human-based computer vision models. [...]

PhD Thesis Defense
PhD Student
Robotics Institute,
Carnegie Mellon University

Communication-Efficient Active Reconstruction using Self-Organizing Gaussian Mixture Models

GHC 4405

Abstract: For the multi-robot active reconstruction task, this thesis proposes using Gaussian mixture models (GMMs) as the map representation that enables multiple downstream tasks: high-fidelity static scene reconstruction, communication-efficient map sharing, and safe informative planning. A new method called Self-Organizing Gaussian mixture modeling (SOGMM) is proposed that estimates the model complexity (i.e., number of Gaussian [...]

Faculty Events

RI Faculty Business Meeting

Newell-Simon Hall 4305

Meeting for RI Faculty. Agenda was sent via a calendar invite.

Special Events

Robotics Institute Winter Party

All Robotics Institute Faculty. Staff, Students, and Visitors are invited to attend this event. Please join us for food, beverages, and casual conversation with colleagues. A calendar invite including details will be sent closer to the event.

Faculty Events

RI Faculty Business Meeting

Newell-Simon Hall 4305

Meeting for RI Faculty. Agenda was sent via a calendar invite.

RI Event

Robotics Institute Picnic

Please mark your calendars and plan to join us for the 2025 Robotics Institute Picnic! More information and RSVP e-vite to follow as we get closer to the event.