Name,Advisor(s),Research Statement Mowafak Allaham,"Diakopoulos, Nick",None Khalil Anderson,"Worsley, Marcelo","Interests in how Machine Learning can help augment, not necessarily replace, humans in tasks and jobs such as driving, learning, manufacturing, and many other areas. My current research focuses on HCI and Multi-Modal Analytics. In these areas, I hope to analyze and change the different ways Multimodal Analytics is currently approached to better integrate the wants and needs of those who are participating in collection. In doing this I hope to develop new algorithms and interactions that combine different modalities that aid in serving those needs we see from the participants." Dionysios Arvanitakis,None,None Kerem Aydin,"Alexander, Emma",None Maryam Azmandian,None,None Julia Barnett,"Diakopoulos, Nick","My research interests lie in algorithmic ethics and transparency, ethical AI, NLP applications in social contexts, and the intersection of machine learning and music." Cameron Barrie,"Hammond, Kristian","Currently, my primary focus is on building agentic conversation loops to help determine a user's information goals during question answering." Simon Benigeri,"Birnbaum, Lawrence",None Aidan Bradshaw,None,None Maddie Brucker,"Horn, Michael",None Alex Butler,Peter Dinda,None Yuchen Cao,Sam Kriegman,"I am passionate about understanding perception, particularly vision and hearing, at the intersection of computer science and neuroscience. My work focuses on leveraging insights from the brain and human behavior to advance the development of more effective algorithms and robotics, while also exploring how machine learning can unveil new perspectives on human cognition. I am open to collaborations and welcome any opportunities for research overlap." Matthew Casey,Edith Elkind,None Ruixiang Chai,None,None Shuwen Chai,"Racz, Miklos",My research interests lie in the intersection of statistics and theoretical computer science. I am currently working on graph matching and community detection problems on random graph. I am also interested in reliable machine learning. Sayak Chakrabarty,Alok Choudhary; Ankit Agrawal,I am a Ph.D. candidate in the Department of Computer Science at Northwestern University. I passed my quals in Sept 2024 and the Prospectus in Sept 2025. You can find more about me at https://hellokayas.github.io/ Peter Chan,None,"Peter is a Law & Science Fellow and a JD-PhD student working at the intersection of Computer Science and Law. He is interested on his research from two angles: 1) applying advancement in computer science to policy problems, and 2) devising effective regulations for the safe deployment of new technologies." Connie Chau,"Jacobs, Maia","I am an interdisciplinary HCI researcher whose work applies critical theory and participatory research methods to develop technologies that support care work and provide equitable health outcomes for marginalized communities. My interests include the design of mental & physical health technologies, sociotechnical opportunities to facilitate healing & resilience for trauma survivors, and community-based research." Victoria Chavez,Marcelo Worsley,"Victoria is broadly interested in computer science education, accessibility, civic technology, and social justice. Most of their research interests stem from asking ""How can we make Computer Science a safe and joyous experience for Black, Disabled, Indigenous, and Latinx college students?""" Canyu Chen,None,None Hong-yu Chen,None,None Suting Chen,Aleksandar Kuzmanovic,None Melissa Chen,"O'Rourke, Eleanor","I study the design of sociotechnical systems to support novice computing students’ self-efficacy, motivation, and learning. I explore: (1) how to support students in making more accurate evaluations of their programming abilities through both AI-based tools and teaching practices in university-level computing classes and (2) how students collaboratively learn and how to facilitate social learning through technology." John Chen,"Wilensky, Uri",None Haotian Chu,None,None Chris Coleman,None,"My research attempts to understand the strengths, curiosities, and weaknesses of large-scale pre-trained language models. Specifically, I'm fascinated by the limitations and learning mechanisms of transformer-based architectures in the context of commonsense reasoning, constraint satisfaction, and knowledge acquisition. Currently, some approaches that I'm interested in are: multitask learning and knowledge transfer techniques; analysis of learned embedding spaces and hidden state representations; statistical tools for interpreting the importance of specific parameters and training examples." Carl Colglazier,"Shaw, Aaron",None Yuan Cui,"Kay, Matthew","My research interests lie at the intersection of computer science and behavioral sciences. I'm currently exploring the broad world of algorithms, data visualization, and machine learning. I hope to better understand and guide system design with tools from these disciplines to bring positive social impact to the world we live in." Hasti Darabipourshiraz,None,None Govinda Dasu,"Zhang, Haoqi; O'Rourke, Eleanor","My research investigates how we can take readily available open source codebases (i.e. GitHub, web source code) and convert them into opportunities for novices and intermediate developers to learn about how design patterns and architectures are applied in practice. By comparing novice use of both debugging tools (i.e. Chrome DevTools) and graphical tools (i.e. call graph visualization tools), I have found that tools can significantly shape the ways novices explore professional code, and their focus and learnings. We have introduced Scaffolded Exercises, a tool that scaffolds novices as they understand JavaScript variable transformation that leads to DOM changes, and Knowledge Maps, a tool that helps novices compare and contrast examples to understand conceptual differences between techniques and build out a map of their CSS knowledge. Finally, we are actively developing RALE Modules (Readily Available Learning Experiences), a process management system which highlights and annotates design patterns and architectures (i.e. MVC, Mixins) in professional python codebases, and generates a series of diagrams and activities that help intermediate developers understand how and why particular patterns are applied in particular professional use cases." Tonmoay Deb,V.S. Subrahmanian,"I am a second-year Ph.D. student in Computer Science at Northwestern University, advised by Dr. V.S. Subrahmanian. My primary research focuses are Machine Learning, Computer Vision, and Natural Language Processing. Before joining Northwestern, I was a Master's (thesis-based) student in Computer Science at the University of New Hampshire. I spent Summer 2021 at the Center for Coastal and Ocean Mapping/NOAA-UNH Joint Hydrographic Center, working on Unsupervised Semantic Segmentation under Dr. Yuri Rzhanov and Dr. Kim Lowell. Before that, I was a Research Associate (full-time) at the Artificial Intelligence and Cybernetics (AGenCy) Lab, Independent University, Bangladesh. I was supervised by Dr. Amin Ahsan Ali, Dr. A K M Mahbubur Rahman, and Dr. Iftekhar Tanveer. Some notable projects are Diversity in English Video Captioning, Video Captioning in the Bengali Language, and Scalable Bengali Speech-to-Text. My research interest evolved since my Undergrad at North South University. One of my key projects was PATRON. I was blessed with excellent advisors, Dr. Mohammad Rashedur Rahman, Mr. Adnan Firoze, and Dr. Mohammad Ashrafuzzaman Khan." Walker Demel,"Forbus, Kenneth","I'm building neuro-symbolic AI systems that model the world and their users over time that reason over episodic memories to customize interactions and become a more useful, sociable partner. To do this, we integrate symbolic NL parsing, statistical simplification, learning through analogy, neural embeddings, and conversational modeling. My broader interests in AI include: user modeling (conversational, intent, & interest), Embeddings & Knowledge Representation, Agency and self-guided motivation and workflows, Metacognitive signals for problem solving, and recommendation systems." Natalia Denisenko,"Subrahmanian, VS",None David Dlott,"Campanoni, Simone",None Friedrich Doku,None,None Kabir Dubey,None,None Alexander Einarsson,"Hammond, Kristian","My research interests lie in the area of artificial intelligence for social good, mainly in analytics and education, where I strive to bridge the information gap between data and educational stakeholders by automating data science techniques. I believe that data-driven education will be the next big step in education, and want to be in the forefront of that development as it moves forward. Recently I have been working with CASMI and Underwriters Laboratories on a project aimed to build a framework for how to make predictive policing systems safe and equitable for society." Addison Englhardt,None,None Tochukwu Eze,"Dimoulas, Christos",None Glenn Fernandes,"Alshurafa, Nabil","PhD Student in Computer Science, working with HABits Lab at the intersection of Computer Science and Preventive Medicine. My research revolves around user-centric design and evaluation of end-to-end mobile health systems, which involves the integration of technology, healthcare and data science." Haocheng Gao,None,None Chongyang Gao,"Subrahmanian, VS","I am a Ph.D. student at Northwestern University and I am interested in computer vision, NLP, and V-L Tasks. I have published several papers related to image captioning and text few-shot learning." Radhika Garg,"Wang, Xiao","My research interests lie in applied cryptography, focusing on Secure Multi-Party Computation and homomorphic encryption." Lily Ge,"Kay, Matthew","I am broadly interested in how we can better understand, measure, and improve reasoning and critical thinking. Currently, I investigate how people read, create, and critically reason about visualizations, which allows me to engage in areas like human-computer interaction, information visualization, cognitive psychology, and learning sciences. My overarching goal is to foster well-informed communities by helping people become critical consumers and producers of information." Moyang Guo,None,None Ziyi Guo,None,None Bob Guo,Aravindan Vijayaraghavan,"During my undergraduate time, I worked on a practice-inspired graph algorithm, which can be used to optimize version control systems." Ziyang Guo,"Hullman, Jessica",None Can Gurkan,"Wilensky, Uri","My research is about combining multi-agent systems with open-ended neuro-evolutionary processes, that is building open-ended multi-agent systems where each interacting agent has evolving neural nets that can increase arbitrarily in complexity, in order to understand the nature and evolution of intelligence better as well as finding novel machine learning technologies using this approach." William Hancock,"Forbus, Kenneth",None Katie Harrison,None,None Yu He,None,None Nathaniel Hejduk,None,None Samuel Hill,None,None Donna Hooshmand,"Hammond, Kristian","I work in the Cognition, Creativity, and Communication (C3) Lab, led by Professor Kristian Hammond. My research interest is in developing human-centered AI applications." Zijun Hu,None,None Jerry Yao-Chieh Hu,"Liu, Han",My research focuses on theoretical foundations and principled methodologies for large Foundation Models (e.g. Large Language Models and Generative AI). My long-term goal is to leverage machine learning to tackle important scientific and societal challenges. Yi-Chun Hung,"Alexander, Emma","My research interests lie in bio-inspired computer vision, spanning computational imaging, vision science, and animal vision. I am particularly motivated by the development of mathematical methods tailored to task-specific goals, drawing inspiration from biological systems to design principled and efficient approaches to visual computation." Ayse Hunt,"Horn, Michael",None Hyunseok Jang,None,None Monisola Mercy Jayeoba,None,None Mingyoung Jeng,None,None Yuhao Jiang,None,None Kelly Jiang,None,None Nirmit Joshi,"Vijayaraghavan, Aravindan","I have broad interests in various aspects of theoretical computer science and mathematics. My research focuses on the mathematical foundations of machine learning and optimization, especially in random graphs theory, deep learning theory, and distributed optimization. My research aims to design efficient algorithms with provable performance guarantees for various learning problems." Omar Khater,"Forbus, Kenneth",None Muhammed Nur Talha Kilic,"Choudhary, Alok","I am M. N. Talha Kilic, a first-year AI/ML Ph.D. student in Computer Science at Northwestern University. I have the privilege of being advised by three esteemed faculty members, namely, Prof. Alok Choudhary, Prof. Ankit Agrawal, and Prof. Wei-Keng Liao, who have been instrumental in shaping my research interests and career goals. Prior to joining the Ph.D. program, I worked in the petroleum and satellite industries for a combined period of almost four years. During this time, I honed my skills in microcontroller, circuit, and PCB design, as well as embedded coding and optimization, which have been invaluable in my academic pursuits. I completed my Master's degree in Electronics Engineering from Istanbul Technical University, where I conducted research on ""Classification of Chest X-Rays using Divergence-Based Convolutional Neural Network"" as part of my thesis. Currently, I am a member of the research group, the Center for Ultra-Scale Computing and Information Security (CUCIS), which aims to bridge the gap between AI and material science by proposing AI-based models to accelerate the creation of new microstructures while minimizing time and cost." Taewook Kim,"Kay, Matthew","I am interested in leveraging NLP/ML models to resolve problems in human-human communication. I design, build, and evaluate systems to encourage people to share affirmative emotions. Recently, I am working on designing systems for supporting the mental health of caregivers of a person with dementia." Santiago Klein,None,None David Krasowska,Peter Dinda,"David Krasowska is a Ph.D. candidate at Northwestern University, advised by Dr. Peter Dinda. His research journey began during his undergraduate studies at Clemson University where he collaborated with Argonne National Laboratory to explore lossy compression for optimizations in HPC scientific applications. He received the DOE Computational Science Graduate Fellowship to fund his graduate studies. Currently, he is exploring scheduling applications across distributed heterogeneous systems with Dr. Pat McCormick and Dr. Li Tang at Los Alamos National Laboratory." Rashna Kumar,"Bustamante, Fabian E; Kuzmanovic, Aleksandar","My research focuses on the trends towards and the implications of third-party and centralization on the Internet, developing approaches to characterize these trends and potentially addressing their impact. I am currently looking at these trends globally, across services like DNS, content and hosting infrastructure, and developing client-based solutions for DNS centralization." Nicholas LaGrassa,"Horn, Michael",None Quinn Langfitt,None,None Mu te Lau,None,"I'm a CS PhD student at Northwestern, specializing in quantum compilers and quantum system software. I focus on developing techniques that cut quantum computing costs and make quantum algorithms more practical." Dang Le,None,None Yiquan Li,None,None Muhan Li,None,None Tianao Li,"Alexander, Emma","My research interest is in the field of computational imaging, which lies at the intersection of optics, signal processing, computer vision, and machine learning. Specifically, I am interested in developing physics-based and uncertainty-aware methods to solve inverse problems in computational photography, medical imaging, and astronomical imaging." Yanzhi Li,"Kuzmanovic, Aleksandar","My research interests are general Networking topics including cloud computing and virtualization. I want to develop networked systems that focus on three perspectives: reducing latency, preserving privacy and utilizing edge servers. Currently, I am working on reducing web page loading time by moving the process of fetching web content from the remote servers to the edge servers." Xiling Li,"Rogers, Jennie","Broadly speaking, my research interests focus on security and privacy of computer science including verifiable query evaluation (DB), privacy-preserving machine learning (PPML), etc. In addition, my research heavily relies on cryptographical primitives and protocols from secure multiparty computation and zero knowledge proof." Weijian Li,"Liu, Han","My research interest is focused on large-scale multi-resolution and multi-horizon time series prediction. More specifically, I am interested in creating generic deep learning models that generate accurate predictions in various time series task settings and deep learning systems that power rapid computational experiments on super large scale time series data." Xin Lian,None,None Sen Lin,"Kuzmanovic, Aleksandar","My research focuses on the low-latency and cross-layer optimization of networking systems, with an emphasis on deployable designs under Internet constraints. I design protocols that bridge traditionally decoupled layers and build high-performance systems that preserve Internet semantics while adapting to evolving workloads." Chenghong Lin,None,"My research interest lies in Computer Science and Cognitive Science, and I'm interested in understanding how the human brain works so that we can learn how to build an intelligent system that can be beneficial to human beings. In addition, I am also interested in thinking about how technology can be beneficial for people's well-being." Xuanyou Liu,None,None Peizhi Liu,None,None Mozhengfu Liu,Samir Khuller,"I am interested in studying scheduling problems. Meanwhile, I am curious about learning more theoretical computer science and related math." Sheng Long,"Kay, Matthew","I am interested in (i) taking interdisciplinary best practices toward experiment design and formally modeling human behavior when they interact with novel interfaces/information visualizations, and (ii) leveraging machine learning, specifically transfer learning techniques, to automate the process of evaluating and enhancing user experiences when interacting with novel interfaces/information visualizations." Alexandros Lotsos,None,None Haoran Lu,None,None Shimin Luo,None,None Haozheng Luo,"Liu, Han","Are you supersize the performance of the ChatGPT? Foundation model change our life, and AI generation make the deep learning going to a new epoch. My research focuses on foundation model and multimodal data processing. I work with professor Han to do some foundation model, such as prompt engineering, text generation, financial foundation model. Also, I work on some hyperparameters optimization research." David Matthews,Sam Kriegman,None Tommy McMichen,"Campanoni, Simone","I study compilers, specifically looking into new intermediate representations and abstractions. My research aims to broaden the optimization space of compilers through intermediate representations that grant empowering degrees of freedom through strong guarantees. I am broadly interested in static analysis, runtime system co-design, programming languages, and memory models." Natalie Melo,"Worsley, Marcelo",None Payal Mohapatra,"Zhu, Qi","I am a second-year PhD student in Computer Engineering and a part of IDEAS Lab at Northwestern University, advised by Dr. Qi Zhu. I am interested in developing learning methods for real-world non-manicured data, especially time-series data. I also want to improve inclusivity in technology. In some of my past works I have developed algorithms to improve the participation of disfluent speakers in voice-assisted technology. During my Masters I also developed hardware support for optical sensors in wearable devices to perform consistently for users of all skin-tones. I have a solid background in IC designing for a large semiconductor company, healthcare technology, and algorithms & machine learning." Kritphong Mongkhonvanit,None,None Lucas Myers,None,None Kirill Nagaitsev,"Dinda, Peter",None Constantine Nakos,"Forbus, Kenneth","My research aims to make Natural Language systems easier to debug by having the system ask the user diagnostic questions in natural language. Through a series of such questions, the system will be able to locate the error in its linguistic knowledge and correct it, allowing non-expert users to help improve the system's understanding. I have also done research on cognitively plausible models of reference resolution, and I help maintain the Qualitative Reasoning Group's information backend." Sachita Nishal,"Diakopoulos, Nicholas","I study and design interactive systems for information seeking and decision making in the newsroom. Specifically, I work at the intersection of Human-computer Interaction (HCI), Natural Language Processing, and Machine Learning, and build configurable and transparent AI tools to help journalists discover + understand newsworthy stories from domain-specific documents, to support decisions about what makes the news." Patrick O'Reilly,"Pardo, Bryan","I'm a doctoral student in the Department of Computer Science at Northwestern University and a member of the Interactive Audio Lab. I received a BA in Mathematics and Music from Carleton College and an MS in Computer Science from the University of Illinois at Chicago. My research interests include adversarial robustness for audio interfaces, music information retrieval, and machine learning techniques for controllable audio generation." Katherine O'Toole,"Horvat, Emoke-Agnes",None Zhenyu Pan,"Liu, Han",None Ilias Papanikolaou,None,None Atmn Patel,"Hardavellas, Nikos",None Alec Peltekian,"Choudhary, Alok",None Michael Polinski,"Dinda, Peter",None Phawin Prongpaophan,None,None Emilie Rivkin,None,None Blaine Rothrock,Josiah Hester & Nabil Alshurafa,"Blaine's research focuses on low-power wireless embedded systems for applied science. He primarily works with wireless sensing technologies for healthcare and environmental applications, examining the barriers to making these systems accessible, including cost, proprietary dependencies, and engineering complexity. By addressing these challenges, he aims to open new opportunities for participation in research, education, and innovation." Sergio Servantez,"Hammond, Kristian","Sergio's research is primarily focused on the intersection of machine learning and law. Specifically, his work explores how large language models can be used to extract information and reason over legal documents." Xingchen Sha,Edith Elkind,None Anant Shah,"Hartline, Jason",None Farzad Shahabi,Nabil Alshurafa,"My research lies at the intersection of mobile health, wearable and multimodal sensing, and machine learning to understand human behaviors. My goal is to design and validate sensing systems and computational methods that can detect, analyze, and ultimately intervene in behaviors relevant for well-being, while balancing concerns of privacy and scalability." Shubham Shahi,None,None Daniel Shamsoddini,None,None Wenxuan Shi,"Xing, Xinyu",None Dong Shu,Jessica Hullman,"My current research focuses on explainable AI, with an emphasis on making LLMs more interpretable to humans. I am also interested in the real-world applications of AI, as I believe the ultimate goal of AI research is to create technologies that benefit society." Alexis Shuping,"Hester, Josiah","The fundamental goal of my research is to use technology to do the most good for people, and in particular, for the marginalized communities that the STEM fields and the people who control them have failed and exploited throughout history. I focus on designing robust and accessible systems that empower these groups to monitor their homes and communities for environmental pollution. This data can be used to hold corporations to account for the damage they cause, and also to target mitigation strategies where they will be most effective." Tanmay Kumar Sinha,Aravindan Vijayaraghavan,None Michael Smith,"Worsley, Marcelo","Michael Smith is a Computer Science and Learning Sciences PhD student at Northwestern University, and a National GEM Consortium PhD Fellow. Some of his research and project interests include exploring the intersections of technology & education, formal and informal learning, computing culture, new media and community, and games." Donghyun Sohn,"Rogers, Jennie",None Lirika Sola,"Subrahmanian, VS",None Federico Sossai,"Campanoni, Simone",None Vaidehi Srinivas,"Vijayaraghavan, Aravindan","Vaidehi is a Ph.D. student in the theory group, advised by Aravindan Vijayaraghavan. She works on providing provable guarantees for machine learning tasks. A running technical theme in her work has been the use of beyond worst-case analysis to establish new kinds of theoretical guarantees. Before Northwestern, she earned her B.S. in Computer Science at Carnegie Mellon University, and was a Fulbright visiting student at the University of Vienna in the Theory and Applications of Algorithms group." Marko Sterbentz,"Hammond, Kristian","My research focuses on leveraging AI and large language models (LLMs) to automate data science processes, enabling users to ask questions of their data and receive meaningful, contextualized insights." Luke Strgar,Sam Kriegman,None Maojiang Su,None,None Yian Su,"Campanoni, Simone","Yian is a fifth-year PhD candidate in Computer Science at Northwestern University, working with Professor Simone Campanoni in the ARCANA Lab. He researches compilers and runtime techniques for parallel and heterogeneous systems. His work focuses on enabling developers to write high-level, architecture-agnostic parallel programs while generating efficient and portable binaries across diverse hardware platforms. He builds compiler infrastructures and scheduling frameworks that lower the barrier to performance portability, making high-performance computing more accessible to a broader range of programmers and researchers. His broader interests include parallelizing compilers, static and dynamic program analysis, and compiler optimizations designed to scale with growing program complexity and hardware diversity." Xinqian Sun,None,None Yunqing Sun,"Wang, Xiao","My research interests mainly focus on security and privacy. I am working on oblivious transfer, multi-party computation, and zero-knowledge proof to propel them into practical use in systems." Madhav Suresh,"Hartline, Jason D; Naughton, Jeffrey",None Gefei Tan,None,None Yuxiao Tang,None,None Xudong Tang,None,None Yuanyang Teng,Darren Gergle,"My research brings together people with diverse abilities and perspectives through communication and collaboration, particularly in visual and spatial contexts. Before becoming a computer scientist and HCI researcher, I was an architect who designed spaces." Kedar Thiagarajan,"Bustamante, Fabian",None Mara Ulloa,"Jacobs, Maia","I am a U.S. National Science Foundation (NSF) Graduate Research Fellow (GRFP), Human-Computer Interaction (HCI) Researcher, and PhD Candidate in the department of Computer Science (CS) at Northwestern University (NU). I specialize in using and developing Human-Computer Interaction (HCI) methods to design and evaluate human-centered Artificial Intelligence(AI). I have worked with Microsoft on GenAI for Software Development; Northwestern University on AI (broadly) for healthcare; The NSF National Center for Atmospheric Research on UX for data visualization software. My ongoing interdisciplinary doctoral research focuses on developing and applying participatory design methods to co-design AI across different healthcare contexts. Research interests/experience: Human-Computer Interaction; artificial intelligence/machine learning/GenAI + design; UX; digital interventions; behavioral science, participatory design methods; software engineering; applied research." Soroush Shahi Vernousfaderani,"Alshurafa, Nabil","Soroush’s research is focused on human activity recognition using wearable devices such as wearable cameras. Specifically, he is interested in detecting activities that has implications for human health such as eating and smoking. Recently, he worked on addressing privacy aspects of wearable cameras using image obfuscation techniques. Prior to joining Northwestern University, Soroush got a Bachelor of Science in Computer Engineering from the University of Tehran." Matthew vonAllmen,"Hartline, Jason",None Zihan Wang,None,None Kangrui Wang,None,None Yibin Wang,Prof. Sam Kriegman,"My research interests lie at the intersection of machine learning and robotics, with a particular focus on dataset creation, data processing, ML model design, and conducting real-world experiments for diverse, multimodal robotic manipulation tasks in both simulated and real-world environments. My goal is to enable robots to generalize across a wide range of tasks and environments while minimizing reliance on labor-intensive data collection. I am currently exploring the potential of genetic algorithms on robot design and learning." Qineng Wang,Manling Li,None Chang Wang,"Hartline, Jason",None Jiayi Wang,"Liu, Han",None Caleb Wang,"Bustamante, Fabian",None Ning Wang,"Liu, Han",None Lingzhi Wang,"Chen, Yan","My research is centered around system security and cyberattacks, with a focus on developing and optimizing Endpoint Detection and Response (EDR) systems and Host Intrusion Detection Systems (HIDS) systems to detect and defend against Advanced Persistent Threats (APT). My research involves behavior analysis of software, AI security, and the development of the Knowledge Base to enhance our understanding of cyberattack techniques to improve system security and protect against evolving threats in the digital space." Nick Wanninger,"Dinda, Peter",My research falls broadly into the category of kernel support for specialized application requirements and parallelism. I enjoy finding novel ways of enabling new programming models by adding support at the lowest levels of the operating system kernel. Boyang Wei,"Alshurafa, Nabil",None Yibo Wen,None,None Michael Wilkins,"Dinda, Peter; Hardavellas, Nikos",None Di Wu,None,None Weimin Wu,None,None Shang Wu,None,None Dennis Wu,"Liu, Han",I do theories of ML Chaofeng Wu,"Liang, Annie","My research interest is the applications of Computer Science in Economics. I apply data science and machine learning techniques to problems in decision theory and network of economics, especially for model building and evaluation." Yuhang Wu,"Xing, Xinyu",None Dawei Xie,"Worsley, Marcelo","I study human-AI interaction and multimodal analytics, working primarily on designing and evaluating AI-augmented multimodal interactive systems to enhance human experiences. My current project focuses on developing multimodal fusion pipelines and intelligent analytics dashboards to support data-driven coordination and collaboration practices." Shichao Xu,"Zhu, Qi","Shichao Xu is a fourth-year Ph.D. candidate in the Computer Science Department at Northwestern University, and his advisor is Prof Qi Zhu. He received his undergraduate degree from Shanghai Jiao Tong University (ACM Honors Class) in 2018. His current research interests mainly focus on Learning from Limited or Imperfect Data, especially for dealing with the problem of data insufficiency, and poor data quality. The related topics include deep representation learning, domain adaptation, self/weakly/semi-supervised learning, transfer learning, and reinforcement learning with application to vision, multimodal, and control problems." Wangcheng Xu,"Forbus, Kenneth","My primary research interests focus on analogical reasoning and learning, natural language understanding, and interactive task learning. I’m exploring the general methods for the AI system to learn tasks via interactions with humans, including task-independent natural language and demonstrations, and accumulate knowledge that can be operationalized in the task environment or transferred in future learning. I’m also investigating analogy as a core mechanism for acquiring the underlying task concepts and procedures and adapting and grounding them in novel situations." Guo Ye,"Liu, Han","My research interest lies on the intersection of the robotic learning and cloud robotics. I am interested in the Multi-agent Reinforcement Learning, Cloud Robotics, Differentiable Robot Simulation." Chen Yu,None,None Jiahao Yu,"Xing, Xinyu","My research interests focus on utilizing deep learning to address the issues in security and privacy. In addition, I work on explainable machine learning to help understand the machine learning model and trust the behavior." Zheng Yu,"Xing, Xinyu",None Paul Zhang,None,None Jianshu Zhang,None,None Ying Zhang,None,None Pingyue Zhang,None,None Richard Zhang,"Shaw, Aaron; Horvat, Emoke-Agnes",None Chenhao Zhang,"Hartline, Jason D; Dimoulas, Christos",None Wenhao Zhang,"Wang, Xiao",None Zheng Zhang,"Crotty, Andrew",None Kexin Zhao,"Forbus, Kenneth",None Guannan Zhao,"Chen, Yan",None Jiahong Zheng,"Forbus, Kenneth",None Yuchen Zhu,Nikos Hardavellas,None Yufeng Zou,"Liu, Han",None