Dynamic DAG Discovery for Interpretable Imitation Learning

Kavli Affiliate: Xiang Zhang | First 5 Authors: ianxiang Zhao, Wenchao Yu, Suhang Wang, Lu Wang, Xiang Zhang | Summary: Imitation learning, which learns agent policy by mimicking expert demonstration, has shown promising results in many applications such as medical treatment regimes and self-driving vehicles. However, it remains a difficult task to interpret control policies […]


Continue.. Dynamic DAG Discovery for Interpretable Imitation Learning

Dynamic DAG Discovery for Interpretable Imitation Learning

Kavli Affiliate: Xiang Zhang | First 5 Authors: Tianxiang Zhao, Wenchao Yu, Suhang Wang, Lu Wang, Xiang Zhang | Summary: Imitation learning, which learns agent policy by mimicking expert demonstration, has shown promising results in many applications such as medical treatment regimes and self-driving vehicles. However, it remains a difficult task to interpret control policies […]


Continue.. Dynamic DAG Discovery for Interpretable Imitation Learning

Interpretable Imitation Learning with Dynamic Causal Relations

Kavli Affiliate: Xiang Zhang | First 5 Authors: Tianxiang Zhao, Wenchao Yu, Suhang Wang, Lu Wang, Xiang Zhang | Summary: Imitation learning, which learns agent policy by mimicking expert demonstration, has shown promising results in many applications such as medical treatment regimes and self-driving vehicles. However, it remains a difficult task to interpret control policies […]


Continue.. Interpretable Imitation Learning with Dynamic Causal Relations

Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting Method

Kavli Affiliate: Wei Gao | First 5 Authors: Xuan Zhang, Wei Gao, , , | Summary: While large pre-trained language models (LLMs) have shown their impressive capabilities in various NLP tasks, they are still under-explored in the misinformation domain. In this paper, we examine LLMs with in-context learning (ICL) for news claim verification, and find […]


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Realistic non-collinear ground states of solids with source-free exchange correlation functional

Kavli Affiliate: Kristin A. Persson | First 5 Authors: Guy C. Moore, Matthew K. Horton, Aaron D. Kaplan, Sinéad M. Griffin, Kristin A. Persson | Summary: In this work, we extend the source-free (SF) exchange correlation (XC) functional developed by Sangeeta Sharma and co-workers to plane-wave density functional theory (DFT) based on the projector augmented […]


Continue.. Realistic non-collinear ground states of solids with source-free exchange correlation functional

Realistic non-collinear ground states of solids with source-free exchange correlation functional

Kavli Affiliate: Kristin A. Persson | First 5 Authors: Guy C. Moore, Matthew K. Horton, Aaron D. Kaplan, Sinéad M. Griffin, Kristin A. Persson | Summary: In this work, we extend the source-free (SF) exchange correlation (XC) functional developed by Sangeeta Sharma and co-workers to plane-wave density functional theory (DFT) based on the projector augmented […]


Continue.. Realistic non-collinear ground states of solids with source-free exchange correlation functional

Elucidating the impact of microstructure on mechanical properties of phase-segregated polyurea: Finite element modeling of molecular dynamics derived microstructures

Kavli Affiliate: Brett P. Fors | First 5 Authors: Steven J. Yang, Stephanie I. Rosenbloom, Brett P. Fors, Meredith N. Silberstein, | Summary: Phase-segregated polyureas (PU) have received considerable interest due to their use as tough, impact-resistant coatings. Polyureas are favored for these applications due to their mechanical strain rate sensitivity and energy dissipation. Predicting […]


Continue.. Elucidating the impact of microstructure on mechanical properties of phase-segregated polyurea: Finite element modeling of molecular dynamics derived microstructures

Open Hardware in Quantum Technology

Kavli Affiliate: Irfan Siddiqi | First 5 Authors: Nathan Shammah, Anurag Saha Roy, Carmen G. Almudever, Sébastien Bourdeauducq, Anastasiia Butko | Summary: Quantum technologies such as communications, computing, and sensing offer vast opportunities for advanced research and development. While an open-source ethos currently exists within some quantum technologies, especially in quantum computer programming, we argue […]


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Open Hardware Solutions in Quantum Technology

Kavli Affiliate: Irfan Siddiqi | First 5 Authors: Nathan Shammah, Anurag Saha Roy, Carmen G. Almudever, Sébastien Bourdeauducq, Anastasiia Butko | Summary: Quantum technologies such as communications, computing, and sensing offer vast opportunities for advanced research and development. While an open-source ethos currently exists within some quantum technologies, especially in quantum computer programming, we argue […]


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CrossZoom: Simultaneously Motion Deblurring and Event Super-Resolving

Kavli Affiliate: Xiang Zhang | First 5 Authors: Chi Zhang, Xiang Zhang, Mingyuan Lin, Cheng Li, Chu He | Summary: Even though the collaboration between traditional and neuromorphic event cameras brings prosperity to frame-event based vision applications, the performance is still confined by the resolution gap crossing two modalities in both spatial and temporal domains. […]


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