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Home » Publication » Page 3

Publications

Artificial intelligence publications August 17, 2022

A Framework for understanding and Visualizing Strategies of RL Agents

Pedro Sequeira, Jesse Hostetler, Melinda Gervasio

We present a framework for learning comprehensible models of sequential decision tasks in which agent strategies are characterized using temporal logic formulas.

Education & learning publications August 15, 2022

The Role of California’s County Offices of Education and Implications for Arts Education

Candice Benge, Katrina Woodworth, Mary M. Klute, Carolina Zamora, Eliese Rulifson, Elise Levin-Guracar

This study describes the COE role in arts education, examines how COE activities have shifted in response to California’s Local Control Funding Formula, and examines how these changes may affect access, participation, quality, and equity in arts education in K-12 schools.

Artificial intelligence publications August 1, 2022

Experimental Evaluation of Subject Matter Expert-Oriented Knowledge Base Authoring Tools

SRI International

We describe a large-scale experiment in which non-artificial intelligence subject matter experts (SMEs)—with neither artificial intelligence background nor extensive training in the task—author knowledge bases (KBs) following a challenge problem specification with a strong question-answering component.

Human behavior modeling publications July 15, 2022

Towards Understanding Confusion and Affective States Under Communication Failures in Voice-Based Human-Machine Interaction

Ajay Divakaran

We present a series of two studies conducted to understand user’s affective states during voice-based human-machine interactions. Emphasis is placed on the cases of communication errors or failures.

Machine learning publications July 14, 2022

Incremental Learning with Differentiable Architecture and Forgetting Search

Han-Pang Chiu

In this paper, we show that leveraging NAS for incremental learning results in strong performance gains for classification tasks.

Artificial intelligence publications July 1, 2022

Outcome-Guided Counterfactuals for Reinforcement Learning Agents from a Jointly Trained Generative Latent Space

Eric Yeh, Pedro Sequeira, Jesse Hostetler, Melinda Gervasio

We present a novel generative method for producing unseen and plausible counterfactual examples for reinforcement learning (RL) agents based upon outcome variables that characterize agent behavior.

Biomedical sciences publications June 22, 2022

Antiviral T-cell Biofactory platform for SARS-CoV-2

Harold Javitz

We engineered a T cell to synthesize interferons (IFNs) as antiviral proteins upon recognizing the virus envelop protein of SARS-CoV-2, i.e., anti-SARS T-cell Biofactory.

Machine learning publications June 19, 2022

Saccade Mechanisms for Image Classification, Object Detection and Tracking

David Zhang

We examine how the saccade mechanism from biological vision can be used to make deep neural networks more efficient for classification and object detection problems. Our proposed approach is based on the ideas of attention-driven visual processing and saccades, miniature eye movements influenced by attention.

Human sleep program publications June 15, 2022

A virtual reality-based mind–body approach to downregulate psychophysiological arousal in adolescent insomnia

Massimiliano de Zambotti, Dilara Yüksel

A novel, digital, immersive virtual reality (VR)-based mind–body approach, designed to reduce bedtime arousal in adolescents with insomnia.

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