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Combining Classification and Clustering Tasks to Categorize Known and Unknown Classes
(Georgia Institute of Technology, 2022-12-19)
Since the past few years research has been directed towards the training of neural networks
using unlabeled data or pairwise pseudo constraints known as unsupervised learning and
semi-supervised learning respectively. In ...
Deep Multi-view Stereo for GTSFM
(Georgia Institute of Technology, 2022-05-03)
Current structure-from-motion (SFM) pipelines integrated with multi-view stereo (MVS) module often applies traditional MVS algorithms. These algorithms cannot be well parallelized and can be slow when the data size and the ...
Linear Promises: Towards Safer Concurrent Programming
(Georgia Institute of Technology, 2022-05)
In this paper, we introduce a new type system based on linear typing, and show how it can be incorporated in a concurrent programming language to track ownership of promises. By tracking write operations on each promise, ...
Personalized Lifelong Learning from Demonstration
(Georgia Institute of Technology, 2022-05)
Learning from Demonstration (LfD) approaches empower end-users to teach robots novel tasks via demonstrations of the desired behaviors, democratizing access to robotics. A key challenge in LfD research is that users tend ...
A Study of Allele-Specific Methylation on the Human X Chromosome
(Georgia Institute of Technology, 2022-05)
X chromosome inactivation in female mammals ensures dosage compensation between sexes. Allele-specific DNA methylation is a known epigenetic signature of X chromosome inactivation where the active and inactive X chromosomes ...
Examinator: Detecting Exam Cheating Via Comparison of Question Answering Timings
(Georgia Institute of Technology, 2022-05)
Cheating is an issue that affects more than just the student doing it, no matter the format of the assessment being cheated on. Take-home exams provide more flexibility for the instructor and student than regular proctored ...
An Implementation of the Quantum Verification of Matrix Products Algorithm
(Georgia Institute of Technology, 2022-05)
We present a space-efficient implementation of the quantum verification of matrix products (QVMP) algorithm and demonstrate its functionality by running it on the Aer simulator with two simulation methods: statevector and ...
Learning Rotation-in-Place and Orbiting Policies for a Quadruped Robot
(Georgia Institute of Technology, 2022-05)
Reinforcement learning (RL) algorithms have successfully learned control policies for quadruped locomotion such as walking, rotation, and basic navigation. We utilize Proximal Policy Optimization and iGibson to train a ...
Interactive 3D User Interface for Sensor Placement on On-Body locations
(Georgia Institute of Technology, 2022-05)
IMUTube generates on-body sensor-based human activity recognition data by leveraging the abundance of videos on platforms like YouTube as a dataset for training human activity recognition models. This thesis deals with the ...
Using TreeLSTMs to Solve Combinatorial Optimization Papers
(Georgia Institute of Technology, 2022-05)
We study the problem of building and traversing a search tree for combinatorial optimization problems, which are generally exponential in time complexity and often characterize NP-Hard problems. A typical approach for such ...