Biomorphic structural batteries for robotics. - Mingqiang Wang; Drew Vecchio; Chunyan Wang; Ahmet Emre; Xiongye Xiao; Zaixing Jiang; Paul Bogdan; Yudong Huang; Nicholas A. Kotov (Sci. Robotics, 2020)

Multiwavelet-based Operator Learning for Differential Equations. - Gaurav Gupta; Xiongye Xiao; Paul Bogdan (NeurIPS, 2021)

Non-Linear Operator Approximations for Initial Value Problems. - Gaurav Gupta; Xiongye Xiao; Radu Balan; Paul Bogdan (ICLR, 2022)

Unifying structural descriptors for biological and bioinspired nanoscale complexes. - Minjeong Cha; Emine Sumeyra Turali-Emre; Xiongye Xiao; Ji-Young Kim; Paul Bogdan; J. Scott Vanepps; Angela Violi; Nicholas A. Kotov (Nat. Comput. Sci., 2022)

Coupled Multiwavelet Operator Learning for Coupled Differential Equations. - Xiongye Xiao; Defu Cao; Ruochen Yang; Gaurav Gupta; Gengshuo Liu; Chenzhong Yin; Radu Balan; Paul Bogdan (ICLR, 2023)

Coupled Multiwavelet Neural Operator Learning for Coupled Partial Differential Equations. - Xiongye Xiao; Defu Cao; Ruochen Yang; Gaurav Gupta; Gengshuo Liu; Chenzhong Yin; Radu Balan; Paul Bogdan (CoRR, 2023)

Leader-Follower Neural Networks with Local Error Signals Inspired by Complex Collectives. - Chenzhong Yin; Mingxi Cheng; Xiongye Xiao; Xinghe Chen; Shahin Nazarian; Andrei Irimia; Paul Bogdan (CoRR, 2023)

Leveraging Reinforcement Learning and Large Language Models for Code Optimization. - Shukai Duan 002; Nikos Kanakaris; Xiongye Xiao; Heng Ping; Chenyu Zhou; Nesreen K. Ahmed; Guixiang Ma; Mihai Capota; Theodore L. Willke; Shahin Nazarian; Paul Bogdan (CoRR, 2023)

Unlocking Deep Learning: A BP-Free Approach for Parallel Block-Wise Training of Neural Networks. - Anzhe Cheng; Heng Ping; Zhenkun Wang 008; Xiongye Xiao; Chenzhong Yin; Shahin Nazarian; Mingxi Cheng; Paul Bogdan (ICASSP, 2024)

Discovering Malicious Signatures in Software from Structural Interactions. - Chenzhong Yin; Hantang Zhang; Mingxi Cheng; Xiongye Xiao; Xinghe Chen; Xin Ren; Paul Bogdan (ICASSP, 2024)

Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal Learning. - Xiongye Xiao; Gengshuo Liu; Gaurav Gupta; Defu Cao; Shixuan Li; Yaxing Li; Tianqing Fang; Mingxi Cheng; Paul Bogdan (ICLR, 2024)

A Structure-Aware Framework for Learning Device Placements on Computation Graphs. - Shukai Duan 002; Heng Ping; Nikos Kanakaris; Xiongye Xiao; Panagiotis Kyriakis; Nesreen K. Ahmed; Peiyu Zhang 002; Guixiang Ma; Mihai Capota; Shahin Nazarian; Theodore L. Willke; Paul Bogdan (NeurIPS, 2024)

Exploring Neuron Interactions and Emergence in LLMs: From the Multifractal Analysis Perspective. - Xiongye Xiao; Chenyu Zhou; Heng Ping; Defu Cao; Yaxing Li; Yizhuo Zhou; Shixuan Li; Paul Bogdan (CoRR, 2024)

Multi-scale Conditional Generative Modeling for Microscopic Image Restoration. - Luzhe Huang; Xiongye Xiao; Shixuan Li; Jiawen Sun; Yi Huang; Aydogan Ozcan; Paul Bogdan (CoRR, 2024)

Multi-scale Generative Modeling for Fast Sampling. - Xiongye Xiao; Shixuan Li; Luzhe Huang; Gengshuo Liu; Trung-Kien Nguyen; Yi Huang; Di Chang; Mykel J. Kochenderfer; Paul Bogdan (CoRR, 2024)

Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models. - Xiongye Xiao; Heng Ping; Chenyu Zhou; Defu Cao; Yaxing Li; Yizhuo Zhou; Shixuan Li; Nikos Kanakaris; Paul Bogdan (ICLR, 2025)

Network-informed Prompt Engineering against Organized Astroturf Campaigns under Extreme Class Imbalance. - Nikos Kanakaris; Heng Ping; Xiongye Xiao; Nesreen K. Ahmed; Luca Luceri; Emilio Ferrara; Paul Bogdan (WWW (Companion Volume), 2025)

End-to-End Learning Framework for Solving Non-Markovian Optimal Control. - Xiaole Zhang; Peiyu Zhang 002; Xiongye Xiao; Shixuan Li; Vasileios Tzoumas; Vijay Gupta; Paul Bogdan (CoRR, 2025)

ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models. - Shixuan Li; Wei Yang; Peiyu Zhang 002; Xiongye Xiao; Defu Cao; Yuehan Qin; Xiaole Zhang; Yue Zhao 016; Paul Bogdan (CoRR, 2025)

HDLCoRe: A Training-Free Framework for Mitigating Hallucinations in LLM-Generated HDL. - Heng Ping; Shixuan Li; Peiyu Zhang 002; Anzhe Cheng; Shukai Duan 002; Nikos Kanakaris; Xiongye Xiao; Wei Yang; Shahin Nazarian; Andrei Irimia; Paul Bogdan (CoRR, 2025)