Digital Commons Network^™

Videocreator: An Agentic System For Multi-Turn Video Production, Zhengyang Liang, Yan Shu, Cathal Gurrin, Nicu Sebe, Lizi Liao

Research Collection School Of Computing and Information Systems

Recent advances in video generation models enable visually compelling single clips. However, real-world video creation is inherently continuous and iterative: creators refine content over multiple rounds while maintaining narrative, style, and entity consistency. Existing standalone generators are largely stateless and lack memory of previously generated segments, making it difficult to produce a coherent and consistent video project. To address this gap, we present VideoCreator, a unified video agent that integrates generation and understanding with a project-level memory system. VideoCreator leverages understanding capabilities to perform fine-grained analysis of newly produced content and uses persistent memory to retain and reuse prior context …

Sok: Understanding Zkvm: From Research To Practice, Guomin Yang, Yunbo Yang, Yuejia Cheng, Haibo Tang, Bingsheng Zhang, Kui Ren

Research Collection School Of Computing and Information Systems

Zero-knowledge virtual machine (zkVM) is a powerful infrastructure for proving the correctness of a program execution with a succinct proof, attracting significant interest from researchers, developers, and users. It has been widely used in applications such as blockchain rollups, privacy-preserving machine learning, and off-chain computation. As the field grows, a wide range of zkVMs have been proposed. However, they adopt different choices in instruction formats, trace layouts, and proving backends, which results in a highly heterogeneous design landscape and makes it difficult to understand the relations among these systems.To bridge this gap, we provide a comprehensive study of zkVMs that …

Vehicle-Based Multi-Services For Future Smart Cities, Hao Sun, Jinhua Zhao, Hai Yang, Shenhao Wang, Hamsa Balakrishnan, Thomas W. Malone, Hai Wang

Research Collection School Of Computing and Information Systems

Vehicles are crucial for sustaining socioeconomic activity and improving quality of life in modern cities by offering diverse services. These include passenger mobility, goods delivery, information acquisition, and acting as mobile servers such as food trucks and mobile lockers. At the same time, they also contribute to traffic congestion and air pollution. This tension fosters the rise of urban resource-conserving and sustainable service solutions. In this article, we introduce the concept of “Vehicle-Based Multi-Services” (VeMuS), in which a single vehicle offers multiple services simultaneously. Drawing on practical use cases, we examine service classification and integration for vehicles and the potential …

Enhancing Pointing Gestures Of Non-Hmd Users In Asymmetric Collocated Mixed Reality Collaboration, Nam-Dang Vo, Van-Vinh Thai, Anthony Tang, Khanh-Duy Le

Research Collection School Of Computing and Information Systems

A common collocated group setting in mixed-reality (MR) collaboration is a person wearing a MR headset (HMD user) and presenting MR contents to audiences who are not provided with such specialized devices (Non-HMD users). In this setting, while Non-HMD users can view the MR environment shown on a large physical display, it still remains challenging for the HMD user to interpret their pointing gesture when they spatially refer to objects in the MR environment. To address this, we designed and evaluated two pointing techniques—SCREEN and SCREEN+SPACE—that support Non-HMD users in referring to MR content. Screen pointing allows users to refer …

Esg Reporting Lifecycle Management With Large Language Models And Ai Agents, Thong Hoang, Mykhailo Klymenko, Xiwei Xu, Shidong Pan, Yi Ding, Xushuo Tang, Zhengyi Yang, Jieke Shi, David Lo

Research Collection School Of Computing and Information Systems

Environmental, Social, and Governance (ESG) standards have been increasingly adopted by organizations to demonstrate accountability towards ethical, social, and sustainability goals. However, generating ESG reports that align with these standards remains challenging due to unstructured data formats, inconsistent terminology, and complex requirements. Existing ESG lifecycles provide guidance for structuring ESG reports but lack the automation, adaptability, and continuous feedback mechanisms needed to address these challenges. To bridge this gap, we introduce an agentic ESG lifecycle framework that systematically integrates the ESG stages of identification, measurement, reporting, engagement, and improvement. In this framework, multiple AI agents extract ESG information, verify ESG …

When A Mass Resignation Becomes A Merger: Rethinking Asset Acquisitions For The Ai Era, Nina Fridman

University of Chicago Law Review

The Microsoft–Inflection AI deal shocked Silicon Valley: Nearly all seventy of Inflection’s employees resigned simultaneously to join Microsoft, which then paid the startup’s shell $650 million. After the mass exodus, Inflection appointed new leadership that switched the company’s direction, while Microsoft assumed the mantle of Inflection’s old mission. The competitive effect was thus nearly identical to that of a traditional acquisition. But relying on their novel deal structure to shield them from regulatory requirements, Microsoft and Inflection barreled ahead without filing a notice of the transaction with regulators. The rest of the industry soon followed suit, with Amazon, Google, and …

Quasi-Judicial Immunity Misapplied, Claire Hodges

University of Chicago Law Review

Multiple circuit courts have extended quasi-judicial immunity—a form of judicially derived, absolute immunity—to sheriffs, marshals, and bailiffs when they execute judicial orders. In some circuits, that immunity extension covers the use of excessive force by the officer, even if that force is outside the scope of the order they are executing.

This Comment argues that the trend of lower courts extending quasi-judicial immunity to enforcement officers is inconsistent with the Supreme Court’s absolute immunity doctrine. A survey of the opinions in which the Court has granted absolute immunity to a government official reveals four considerations guiding the Court’s decision. The …

Jurisdictional Waters, Jamison E. Colburn

Faculty Scholarship

No abstract provided.

Emerge/Ncy As Reflective-Critical Practice, Norma Denae Dibrell, Andrew Hollinger, Maggie Shelledy

Writing and Language Studies Faculty Publications

No abstract provided.

A Near-Field Communication (Nfc) Multi-Sensor Node With Optimized Read Range And Adaptive Power Management For Remote Monitoring, Rishin Patra, Hilary Scott Nkimbeng Cho, Jin W. Choi

Michigan Tech Publications

This paper presents the design of a batteryless near-field communication (NFC) multi-sensor node with an integrated adaptive power-management system for sensing applications. The work focuses on harvesting energy from a 13.56 MHz NFC field to power an ultra-low power sensing platform. The design consists of the TI RF430FRL152H, an integrated NFC transponder with an embedded MSP430 microcontroller core and ferroelectric random-access memory (FRAM) non-volatile memory. The system combines an ISO/IEC 15693 NFC front end, a tuned loop antenna for optimized power harvesting, and multiple analog and digital sensor interfaces, and a firmware architecture for intermittent harvested energy operation. The aforementioned …

A Gateway Right Under Strain: Inclusive Education For Ukrainian Refugee Children With Disabilities In Poland, Carly M. Toepke

Southern Illinois University Law Journal

Between 2022 and 2025, Poland has granted temporary protection to almost 1,000,000 refugees from Ukraine fleeing conflict. Of those refugees, 32% are school-age minors. Poland has the responsibility of integrating these refugee children into the public-school systems, including the children with disabilities (likely around 15% based on worldwide average) into what should be an inclusive education system. However, Poland’s largely decentralized, city-by-city governance when it comes to refugee resource distribution risks segregation of refugee children with disabilities or de facto exclusion from learning.

The Article will argue that avoiding segregation and exclusion requires treating inclusive education as requirement for all …

Substations In The Digital Economy: Fiscal And Political Geographies Of Data Centers In Georgia, Jacqueline Wright

Geography Undergraduate Senior Theses

In recent years data center construction has drastically increased around the world, especially in the U.S. Building out the infrastructure of the digital economy consumes water, electricity, and capital at great scale, drawing resources from public use towards regimes of private accumulation. This thesis takes Metro Atlanta as a particular microcosm within international digital infrastructure buildout, first worth investigating on its own terms, but also for lessons that may reach across the broader geography of the digital economy. This thesis takes up concerns with the politics of data centers siting, how these projects fit into narratives of economic development, and …

Metabolic Mechanisms Underlying Obesity In Children Exposed In Utero To Maternal Obesity Or Gestational Diabetes Mellitus, Alysha B. Everett

ETDs from 2020-2029

Background: Childhood obesity increases risk for diseases including type 2 diabetes and cardiovascular disease. The in utero environment plays an important role in the metabolic programming of offspring, with children exposed to maternal obesity or gestational diabetes (GDM) having high risk for obesity. In adults, metabolic mechanisms such as leptin resistance, energy expenditure, and substrate oxidation are associated with prospective weight and adiposity gain, but less is known in children. Thus, the purpose of this study is to identify metabolic mechanisms associated with risk for obesity following in utero exposure to maternal obesity, with or without exposure to GDM. Methods: …

High-Pressure Studies Of Magnetic Topological Materials, Greeshma Chireckal Jose

ETDs from 2020-2029

Quantum technology leverages the principles of quantum mechanics to transform emerging fields such as quantum computing, spintronics, and next-generation electronics. A crucial step in advancing this frontier is the detailed understanding of fundamental quantum phenomena in materials that can drive quantum innovation. This research aims to systematically investigate quantum phase transitions and unconventional emergent behaviors in magnetic topological materials subjected to external pressure. This study focuses on three representative systems: EuCd2As2, EuMnBi2, and FeSn, each serving as a model for exploring intrinsic magnetic topological states. EuCd2As2, a candidate Weyl semimetal (WSM), is expected to exhibit pressure-induced topological phase transitions, making …

Inverse Modeling The Geo-Spread Of Covid-19 In Brazil, Cameron Keith Mills

ETDs from 2020-2029

In 2021 Fitzgibbon, Morgan, Webb, and Wu used a modified SEIR (susceptible, exposed, infected, and recovered) model to predict how COVID-19 spread through Brazil [12]. For their model, six constant coefficients were used that were fitted, referenced, or assumed. In this thesis, we geo-spatially modify their SEIR model and formulate an inverse problem to recover the now spatial coefficients of the model. We first show there exists a unique solution to the modified model. To solve the inverse problem, we modify an inverse method [17] that focused on minimizing convex functionals. These recovered spatial coefficients can be used with Matlab’s …

Neuroinflammation And Neuropathology In A Novel Tau, Amyloid-Beta And Alpha-Synuclein Co-Pathology Model, Jhodi Mickayla Webster

ETDs from 2020-2029

Neurodegenerative diseases including Alzheimer’s disease (AD) and Parkinson disease (PD) often present with overlapping proteinopathies rather than aggregated proteins in isolation. Amyloid-β (Aβ) and phosphorylated tau are found in a substantial proportion of idiopathic PD cases, while α-synuclein (α-syn) pathology is present in over half of AD cases. The presence of these co-pathologies is associated with accelerated cognitive decline and increase mortality in these patients. In parallel, neurodegenerative diseases are increasingly recognized as being shaped by interactions between central nervous system (CNS) pathology and the immune system. Despite this, most experimental animal models of neurodegenerative disease examine single pathologies in …

Biomedical Applications Of Structurally Defined Natural And Semi-Synthetic Saponins, Chaeeun Lim-Paik

ETDs from 2020-2029

Triterpenoid saponins are amphiphilic glycosides that exhibit a wide range of biological and pharmacological properties, including antifungal, antiviral, molluscicidal, hypoglycemic, and hypocholesterolemic effects. These biological and pharmacological properties make saponins attractive for diverse applications. In this work, we demonstrate three biological applications: (i) immunostimulant vaccine adjuvant, (ii) protein delivery enhancement, and (iii) gene transfection enhancement. In light of the strong structure dependence of saponin activity, expanding the structural diversity of available scaffolds is essential for establishing structure-activity relationships (SAR) across these applications. Here, we expanded our saponin collection through semi-synthetic derivatization and the isolation of new saponins from distinct natural …

With A Love So Hard And Filled With Defeat:' A Queer Reading Of Bruce Springsteen, Samuel Tucker Carden

ETDs from 2020-2029

Long an open, yet misinterpreted political artist, Bruce Springsteen has never shied away from calling out injustices through his songs. Over the course of his long career, he has used his platform to lyrically speak out against war, the brutality of American capitalism, and the struggles of marginalized people of all backgrounds. However, the potential queerness of his lyrics has remained an underdiscussed political aspect of his artistry for decades, especially in academic settings. Many of the themes that Springsteen returns to in his writing – the need to hide one’s true self, struggles with self-identity, the desperate desire to …

Phosphogypsum-Based Road Materials: A Review Of Practicality, Longevity, And Safety In The United States, Catesby Elisabeth Mallard

ETDs from 2020-2029

The development of the phosphate fertilizer industry, while integral to the success of modern-day agriculture, continues to produce staggering amounts of phosphogypsum (PG), an acidic and hazardous waste byproduct concentrated with heavy metals, technologically enhanced naturally occurring materials (TENORM), and other toxic elements. Due to the potentially harmful emission of radon from PG, the United States (US) Environmental Protection Agency (EPA) has regulated the disposal of PG in engineered stacks under the National Emission Standards for Hazardous Air Pollutants (NESHAP) for nearly four decades. However, with roughly five tons of PG produced per single ton of phosphoric acid, and a …

The Aurora Survey, Ali Ahmad Khostovan, Ryan L. Sanders, Alice E. Shapley, Michael W. Topping, Naveen A. Reddy, Alex M. Garcia, Danielle A. Berg, Leonardo Clarke, Fergus Cullen, Richard S. Ellis, N. M.Förster Schreiber, Karl Glazebrook, Tucker Jones, Derek J. Mcleod, Anthony J. Pahl, Max Pettini, Paul Torrey

Physics and Astronomy Faculty Publications

We present new constraints on the mass–metallicity (MZR) and fundamental metallicity relations (FMR) using a sample of 34 galaxies at 1.38 ≤ z ≤ 3.5 (median z = 2.28). These galaxies have direct T_e measurements from [O iii]4363 Å and/or [O ii]7320,7331 Å auroral emission lines detected with JWST/NIRSpec as part of the AURORA survey. The detection of both oxygen auroral lines allows for dual-zone direct T_e measurements and expands the dynamic range in (Formula presented) 12+log(O/H)  (7.68–8.65 dex), stellar mass (10⁸–10^10.4 M_⊙), and star formation rate (1–100 M_⊙ yr⁻¹) …

Holographic Description Of 4d Maxwell Theories And Their Code-Based Ensembles, Ahmed Barbar, Anatoly Dymarsky, Alfred Shapere

Physics and Astronomy Faculty Publications

We formulate a precise holographic duality between an ensemble of 4d U(1)^g Maxwell theories living on a spin four-manifold M₄ and a topological Abelian BF-type 2-form theory of level N, summed over all five-manifolds with boundary M₄. The elements of the boundary ensemble are Abelian gauge theories specified by self-dual symplectic codes over ℤ_N, that parameterize topological boundary conditions in the 5d TQFT. Similarly, the equivalence classes of topologies distinguished by the 5d theory are parameterized by orthogonal self-dual codes. Hence the holographic duality can be reformulated in the language of quantum stabilizer codes. …

The Aurora Survey, Ryan L. Sanders, Alice E. Shapley, Michael W. Topping, Naveen A. Reddy, Danielle A. Berg, Ali Ahmad Khostovan, Rychard J. Bouwens, Gabriel Brammer, Adam C. Carnall, Fergus Cullen, Romeel Davé, James S. Dunlop, Richard S. Ellis, N. M. Förster Schreiber, Steven R. Furlanetto, Karl Glazebrook, Garth D. Illingworth, Tucker Jones, Mariska Kriek, Derek J. Mcleod, Ross J. Mclure, Desika Narayanan, Pascal A. Oesch, Anthony J. Pahl, Max Pettini, Daniel Schaerer, Daniel P. Stark, Charles C. Steidel, Mengtao Tang, Leonardo Clarke, Callum T. Donnan, Emily Kehoe

Physics and Astronomy Faculty Publications

We present detections of auroral emission lines of [O iii], [O ii], [S iii], and [S ii] in deep JWST/NIRSpec spectroscopy for 41 star-forming galaxies at z = 1.4–7.2 from the AURORA survey. We combine these new observations with 98 star-forming galaxies at z = 1.3–10.6 with detected auroral lines drawn from the literature to form a sample of 139 high-redshift galaxies with robust electron temperature and direct-method oxygen abundance determinations. This sample notably covers a wider dynamic range in metallicity than previous work, spanning 0.02–0.9 Z_⊙. We calibrate empirical relations between 19 emission-line ratios and oxygen abundance, …

Dock7 Is A Novel Modifier Of Duchenne Muscular Dystrophy Pathology, Katherine English

ETDs from 2020-2029

Duchenne muscular dystrophy (DMD) is a progressive, x-linked neuromuscular disorder affecting 1/5000 male births every year. DMD results from mutations in DMD, a critical structural protein within the muscle. In the absence of Dystrophin, the muscle degrades, increasing inflammation, destabilizing the cell membrane and going through constant cycles of regeneration which depletes the stem cell population. Over time, muscle tissue is replaced by fibrosis and adipose tissue, leading to loss of ambulation, respiratory and cardiac failure leading to death by early 20s. The standard of care for DMD patients is corticosteroid treatment. However, gene therapies have recently emerged which present …

Minding The Body: A Mixed Methods Analysis Of Somatic Experiences During Therapeutic Psychedelic Use, Daniel Grossman

ETDs from 2020-2029

Somatic phenomena, including shaking, spontaneous movement, vocalization, and purging, are commonly reported during psychedelic-assisted therapy (PAT). However, despite their perceived importance to some users, their role in the therapeutic process has remained largely unexamined. This mixed-methods study provides the first systematic investigation of these experiences during therapeutic psychedelic use, with particular attention to observable bodily responses (OBRs) and release-like somatic experiences (RLSEs), defined as a subset characterized by sensations of physical discharge. An online retrospective survey (N = 286) assessed the prevalence of OBRs and RLSEs, and their relationships with body awareness, bodily dissociation, emotional breakthrough, and perceived therapeutic benefit. …

The Healthcare Transition Experiences Of Emerging Adults With Congenital Adrenal Hyperplasia, Leslie Noojin Pitts

ETDs from 2020-2029

Congenital adrenal hyperplasia (CAH) is a group of disorders characterized by enzyme deficiencies impairing adrenal hormone production and requiring lifelong management. Individuals with CAH experience increased morbidity and mortality due to the underlying condition, steroid exposure, and inadequate preventative care. Despite clinical guidelines recommending a structured healthcare transition (HCT), little is known about the HCT experiences of emerging adults with CAH. Understanding these experiences is critical for identifying practice gaps and developing interventions to improve health outcomes. This qualitative descriptive study explored the HCT experiences, challenges, and outcomes of emerging adults with CAH, as guided by the refined Social Ecological …

Philip Petrov, Philip Petrov

Faculty CVs

No abstract provided.

Updated 2026 Comprehensive Evidence-Based Guidelines For Facet Joint Interventions In The Management Of Chronic Spinal Pain: American Society Of Interventional Pain Physicians (Asipp) Guidelines, Laxmaiah Manchikanti, Mahendra R. Sanapati, Sheri L. Albers, Alan D. Kaye, Vinita Singh, Nebojsa Nick Knezevic, Rajesh Naidu Janapala, Amol Soin, Annu Navani, Adam M. Kaye, Ahad Mussarat, Alexander Bautista, Dajie Wang, Paul J. Christo, Maged Mina, Daneshvari R. Solanki, Devi Nampiaparampil, Gerard Limerick, John Manor, Kris Ferguson, Lynn Cintron, Michael Bottros, Shirley Chen, Shivam S. Shah, Vahid Grami, Douglas P. Beall, Shalini Shah, Sairam Atluri, Mittal S. Prajapati, Alaa Abd-Elsayed, Salahadin Abdi, Steve Aydin, Sanjay Bakshi, Joseph Cabaret, Aaron K. Calodney, Kenneth D. Candido, Christopher G. Gharibo, Mayank Gupta, Michael Harned, Standiford Helm Ii, Sachin Sunny Jha, Radomir Kosanovic, Vidyasagar Pampati, Ramarao Pasupuleti, Bradley W. Wargo, Hermant Kalia, Gary Schwartz, Joshua A. Hirsch

Department of Anesthesiology Faculty Papers

BACKGROUND: Chronic axial spinal pain is a major contributor to disability and healthcare expenditures, with facet joints recognized as one of the established sources of pain.

OBJECTIVE: To provide evidence-based guidance in performing diagnostic and therapeutic facet joint interventions.

METHODS: A multidisciplinary panel of experts from various medical and pharmaceutical disciplines, convened by the American Society of Interventional Pain Physicians (ASIPP), reviewed the available evidence, considered patient perspectives, and formulated recommendations for facet joint interventions in the management of chronic pain.The methodology included the development of key questions with evidence-based statements and recommendations. Grading of the evidence and recommendations followed …

The International Glossary On Infertility And Fertility Care, 2025†., Fernando Zegers-Hochschild, Silke Dyer, G David Adamson, Valerie Baker, Kurt Barnhart, Siladitya Bhattacharya, Clare Boothroyd, Georgina Chambers, Jacques De Mouzon, Eman Elgindy, Bart Fauser, Karin Hammarberg, Marcos Horton, Osamu Ishihara, Seung Chik Jwa, Mohamed Khrouf, Markus Kupka, Dolores J. Lamb, Martha Luna, A Gustavo Martinez, Brent Monseur, Peter Nagy, Anja Pinborg, Catherine Racowsky, Laura Rienzi, Peter Schlegel, Lone Schmidt, Lan Ngoc Vuong, Tari Turner, Mónica Hebe Vázquez-Levin, Ibrahim Wada, Dagan Wells, Christine Wyns

Manuscripts, Articles, Book Chapters and Other Papers

STUDY QUESTION: What updates of the International Glossary on Infertility and Fertility Care are required, to reflect contemporary scientific knowledge, social needs, and inclusive definitions, while harmonizing international communication across clinical, research, policy, and public domains?

SUMMARY ANSWER: This 4th edition presents 348 consensus-based terms and definitions, including numerous revisions from the previous edition and 79 newly introduced definitions reflecting advances in reproductive science, technology, and evolving social contexts.

WHAT IS KNOWN ALREADY: Previous glossary editions (2006, 2009, 2017) established internationally recognized definitions related to clinical practice, research, and policy. The 2017 edition comprised 283 terms and, among many others, …

Prevalence And Aetiology Of Cerebral Palsy Among Nigerian Children: A Systematic Review And Meta-Analysis., Udochukwu Michael Diala, Aderonke O. Uhunmwangho-Courage, Fatima Abdullahi, Paul Ikhurionan, Caitlin Bakker, Duke Appiah, David Danjuma Shwe, Rose N. Gelineau-Morel, Kabiru Gurama, Olugbenga Akinyemi Ofakunrin, Angela Mcgillivray, Gabriel E. Ofovwe, Tina Slusher

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: Nigeria is among the leading countries contributing to the burden of cerebral palsy. Cerebral palsy (CP) is the commonest physical disability in childhood, accounting for 16.2% of child neurology referrals. Many cases of CP are preventable with simple interventions such as neonatal resuscitation and effective phototherapy. Lack of reliable data on the burden of disease limits comprehensive national policy directed to the prevention, holistic care and rehabilitation of patients with cerebral palsy in Nigeria. Therefore, to effectively address this problem, this study aimed to describe the pooled prevalence of CP in Nigeria, its potential causes and types.

METHODS: This …

Infection Prevention And Control Of Candida Auris In Pediatric Settings, Thomas S. Murray, Hana Hakim, Christelle Ilboudo, Lynn Ramírez-Ávila, Jana Shaw, Terri Stillwell, Patricia Budo, Bernard Ebruke, Noa Fleiss, Amanda Green, Matthew Linam, Roshni Mathew, April Mcdougal, Natalie Neu, Zoi Dorothea Pana, Karen Ravin, Ayelet Rosenthal, Jane D. Siegel, Katlyn Steimel, Amy Valencia, Carol Vance, Lars F. Westblade, Lisa Saiman

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: Candida auris (also referred to as Candidozyma auris) is an emerging multidrug-resistant fungal pathogen associated with high morbidity and mortality. Existing infection prevention and control (IPC) guidance has largely focused on adult populations, with limited recommendations for pediatric healthcare and non-healthcare settings.

METHODS: The Society for Healthcare Epidemiology of America (SHEA) convened a multidisciplinary expert panel to develop IPC recommendations for C. auris. The panel developed recommendations using a structured, iterative Delphi consensus process with rounds of discussion, refinement, and anonymous electronic voting with predefined consensus thresholds. Panelists reviewed relevant peer-reviewed and gray literature integrated with expert …