Publications

36 publications

2026

GeoWind2Plan: Mission-Time 3D Urban Wind Prediction for Energy-Efficient UAV Planning

Shaoxiang Qin, Yucheng Zhao, Fuyuan Lyu, Di Zhou, Jiachen Yao, Xue Liu, Anima Anandkumar, Liangzhu Leon Wang, and Xiongye Xiao

NeurIPS 2026 Spotlight

Paper

Predicting Slip Transmission Pathways Using Graph Neural Networks

Yuefeng Jin, Peiyu Zhang, Xiongye Xiao, Ezra Mengiste, Wenxi Li, Amlan Das, Katherine Shanks, Matthew Kasemer, Paul Bogdan, and Ashley Bucsek

npj Computational Materials 2026

Paper

Synthesis, Self-Assembly, Graph Theory, and Applications of Complex Nanoparticle Systems

John R. Crockett, Jiahui Li, Chansong Kim, Xiongye Xiao, Michael Veksler, Zuochen Wang, Riva Akter, Chu-Yun Hwang, Xiaokang Wang, Xiaoming Mao, Paul Bogdan, Nicholas A. Kotov, and Qian Chen

Chemical Reviews 2026 Review

Paper

Graph theory-based bio-derived solid lubricant

Dhanush U. Jamadgni, Paul Gregory, Xiongye Xiao, Andrew Martin, Daisy Kiptoo, Alana M. Jones, Kien Trung Nguyen, Souvik Banerjee, Anastasia Visheratina, Nancy Muyanja, Boyce Chang, Paul Bogdan, Nicholas A. Kotov, and Martin Thuo

Matter 2026

Paper

Multi-scale Conditional Generative Modeling for Microscopic Image Restoration

Shixuan Li, Luzhe Huang, Anzhe Cheng, Yi Huang, Aydogan Ozcan, Paul Bogdan, and Xiongye Xiao

ICASSP 2026 Oral presentation

Paper Author version

Multi-scale Generative Modeling for Fast Sampling

Xiongye Xiao, Shixuan Li, Luzhe Huang, Anzhe Cheng, Wei Yang, Gengshuo Liu, Trung-Kien Nguyen, Yi Huang, and Paul Bogdan

ICASSP 2026 Oral presentation

Paper Author version

Auditable Agents

Yi Nian, Aojie Yuan, Haiyue Zhang, Jiate Li, Li Li, Xiyang Hu, Hua Wei, Xiongye Xiao, Chaowei Xiao, and Yue Zhao

arXiv 2026Preprint

Preprint

From Large-Scale Winds to Urban Decision Making: A Cross-Scale Framework for Wind-Aware UAV Navigation

Shaoxiang Qin, Fuyuan Lyu, Di Zhou, Xue Liu, Xiongye Xiao, Anima Anandkumar, and Liangzhu Leon Wang

ICLR Workshop on AI and Partial Differential Equations 2026Workshop paper

Paper

Elucidating the Laws of Emergent Cognition and Biological Intelligence

Paul Bogdan, Xiongye Xiao, Ruochen Yang, Roozbeh Kiani, and Heng Ping

APS Global Physics Summit 2026Conference abstract

Paper

2025

MIHC: Multi-view Interpretable Hypergraph Neural Networks with Information Bottleneck for Chip Congestion Prediction

Zeyue Zhang, Heng Ping, Peiyu Zhang, Nikos Kanakaris, Xiaoling Lu, Paul Bogdan, and Xiongye Xiao

NeurIPS 2025

Paper

End-to-End Learning Framework for Solving Non-Markovian Optimal Control

Xiaole Zhang, Peiyu Zhang, Xiongye Xiao, Shixuan Li, Vasileios Tzoumas, Vijay Gupta, and Paul Bogdan

ICML 2025

Paper Code Author version

HDLCoRe: A Training-Free Framework for Mitigating Hallucinations in LLM-Generated HDL

Heng Ping, Shixuan Li, Peiyu Zhang, Anzhe Cheng, Shukai Duan, Nikos Kanakaris, Xiongye Xiao, Wei Yang, Shahin Nazarian, Andrei Irimia, and Paul Bogdan

ICLAD 2025

Paper Author version

Spiking dynamics of individual neurons reflect changes in the structure and function of neuronal networks

Ruochen Yang, Heng Ping, Xiongye Xiao, Roozbeh Kiani, and Paul Bogdan

Nature Communications 2025

Paper

Autocatalytic Nucleation and Self-Assembly of Inorganic Nanoparticles into Complex Biosimilar Networks

Connor N. McGlothin, Kody G. Whisnant, Emine Sumeyra Turali Emre, Dickson Owuor, Jun Lu, Xiongye Xiao, Drew Vecchio, Scott Van Epps, Paul Bogdan, and Nicholas A. Kotov

Angewandte Chemie International Edition 2025

Paper

Neuron-based Multifractal Analysis of Neuron Interaction Dynamics in Large Models

Xiongye Xiao, Heng Ping, Chenyu Zhou, Defu Cao, Yaxing Li, Yi-Zhuo Zhou, Shixuan Li, Nikos Kanakaris, and Paul Bogdan

ICLR 2025

Paper Code

ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models

Shixuan Li, Wei Yang, Peiyu Zhang, Xiongye Xiao, Defu Cao, Yuehan Qin, Xiaole Zhang, Yue Zhao, and Paul Bogdan

arXiv 2025Preprint

Preprint

Neuron-Inspired Leader-Follower Networks for AI with Local Error Signals

Anzhe Cheng, Chenzhong Yin, Mingxi Cheng, Xiongye Xiao, Heng Ping, Andrei Irimia, Shahin Nazarian, and Paul Bogdan

Research Square (preprint) 2025Preprint

Preprint Earlier LFNN preprint

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, and Paul Bogdan

Companion Proceedings of the ACM on Web Conference 2025Workshop paper

Paper

2024

Discovering Malicious Signatures in Software from Structural Interactions

Chenzhong Yin, Hantang Zhang, Mingxi Cheng, Xiongye Xiao, Xinghe Chen, Xin Ren, and Paul Bogdan

ICASSP 2024

Paper

Unlocking Deep Learning: A BP-Free Approach for Parallel Block-Wise Training of Neural Networks

Anzhe Cheng, Zhenkun Wang, Chenzhong Yin, Mingxi Cheng, Heng Ping, Xiongye Xiao, Shahin Nazarian, and Paul Bogdan

ICASSP 2024

Paper

Graph Theoretical Description of Phase Transitions in Complex Multiscale Phases with Supramolecular Assemblies

Ruochen Yang, Kalil Bernardino, Xiongye Xiao, Weverson R. Gomes, Davi A. Mattoso, Nicholas A. Kotov, Paul Bogdan, and Andre F. de Moura

Advanced Science 2024

Paper

A Structure-aware Framework for Learning Device Placements on Computation Graphs

Shukai Duan, Heng Ping, Nikos Kanakaris, Xiongye Xiao, Panagiotis Kyriakis, Nesreen K. Ahmed, Peiyu Zhang, Guixiang Ma, Mihai Capota, Shahin Nazarian, Theodore L. Willke, and Paul Bogdan

NeurIPS 2024

Paper Author version

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, and Paul Bogdan

ICLR 2024

Paper Code

2023

Coupled Multiwavelet Operator Learning for Coupled Differential Equations

Xiongye Xiao, Defu Cao, Ruochen Yang, Gaurav Gupta, Gengshuo Liu, Chenzhong Yin, Radu Balan, and Paul Bogdan

ICLR 2023

Paper Code

PerfRL: A Small Language Model Framework for Efficient Code Optimization

Shukai Duan, Nikos Kanakaris, Xiongye Xiao, Heng Ping, Chenyu Zhou, Nesreen K. Ahmed, Guixiang Ma, Mihai Capota, Theodore L. Willke, Shahin Nazarian, and Paul Bogdan

arXiv 2023 Revised 2025Preprint

Preprint