麻豆精品 S淎I should learn chemistry the way humans do 麻豆精品 S� by seeing molecular structures, not just reading linear strings, 麻豆精品 S� Vyas says. 麻豆精品 S淲hile large language models have shown promise for molecular property prediction, their reliance on representations like SMILES or SELFIES [textual representations] limits their ability to capture the rich structural cues chemists rely on. 麻豆精品 S�

According to Vyas, this work opens a new pathway for chemical predictions and molecular analysis, by creating an AI system that operates more intuitively.

A Challenging Vision

According to Vyas, one of the biggest challenges facing the field of artificial intelligence and computer vision is in shifting AI models from a textual to a visual understanding of chemical reactions.

麻豆精品 S淢olecular images represent a very different data domain compared to the natural images or text that vision-language models are typically trained on. 麻豆精品 S� Vyas says, 麻豆精品 S淢olecules contain highly specific structural relationships 麻豆精品 S� bonding patterns, stereochemistry, and functional group arrangements 麻豆精品 S� that are subtle yet crucial for property prediction. 麻豆精品 S�

Many VLM models have limited exposure to visual representations of scientific data, which makes training and adapting them to understand the nuances of molecules and their atomic structure a primary challenge.

Transforming How Scientists and AI See Chemistry

To address these challenges, Vyas and her research team developed a multi-modal data set for MolVision to refer to during its training. The data set pairs 2D diagrams with text-based descriptions on a variety of molecules and different atomic structures. Using this data set was crucial for training the MolVision VLM to integrate textual and visual information effectively. Using a LoRA (low rank adaptation) algorithm, the MolVision VLM is able to engage in billions of parameters worth of data enabling it to complete complex tasks such as molecular property prediction or chemical description without the cost of full retraining.

麻豆精品 S淩ecent advances in vision 麻豆精品 S搇anguage models have transformed how AI understands the world, but most of that progress has focused on natural images and everyday language, 麻豆精品 S� says Yogesh Singh Rawat. 麻豆精品 S淲ith MolVision, we 麻豆精品 S檙e bringing those same AI capabilities into chemistry 麻豆精品 S� allowing models to reason about molecules visually, in ways that are much closer to how scientists actually think. 麻豆精品 S�

This work has the potential to transform drug discovery, the personalization of medicine, and even sustainable design and engineering. The research team also expects that 麻豆精品 S渙ver the next few years we can expect this multimodal approach to reduce experimental screening burdens, support faster identification of promising drug candidates and materials, and offer more interpretable insights into structure-property relationships, 麻豆精品 S� Vyas says.

Vyas and her team here at UCF plan to scale up the MolVision VLM project in terms of its data set and capabilities. The team plans to integrate the VLM model in chemistry with technologies using current AI neural networks and large molecular simulators to create hybrid systems that can combine symbolic, visual and physical reasoning.

Vyas will also participate in the upcoming where she will be presenting an exhibit on AI for chemistry and molecules. Those interested in viewing the exhibit can attend from 7:45 to 11:00 p.m. this Saturday on the 4th Floor.

麻豆精品 S淲e often hear that 麻豆精品 S榳e 麻豆精品 S檙e at a turning point in human history, 麻豆精品 S� 麻豆精品 S� Tian says, 麻豆精品 S渁nd with AI research in a university setting like this, it 麻豆精品 S檚 true. 麻豆精品 S�

This is just one example of AI innovations at UCF. Learn about more at the .

Tian has adapted quickly 麻豆精品 S� and gladly 麻豆精品 S� to life at UCF since arriving last May to teach computer science. He is now living what he once imagined as the idyllic scenario: talented artificial intelligence (AI) specialists coming from around the world to collaborate with medical experts and launch new projects, pressing each other through formidable challenges and achieving the unachievable.

麻豆精品 S淭he ultimate goal for my team is to extend people 麻豆精品 S檚 lives, significantly, 麻豆精品 S� Tian says.

Assembling a Dream Team

Tian 麻豆精品 S檚 ambition has eluded human pursuits for millennia. Even medical AI has barely begun to approach its potential impact 麻豆精品 S� especially when compared with other AI applications like chatbots and fintech.

麻豆精品 S淭here are two major limitations with medical AI, 麻豆精品 S� Tian says. 麻豆精品 S淥ne is the privacy of data 麻豆精品 S� AI requires a lot of data. The other issue holding back progress is collaboration. Computer scientists working on AI typically don 麻豆精品 S檛 know medicine. We need input from doctors and biologists. In that sense, universities are uniquely positioned.”

“Universities bring together computer scientists, physicians and hospitals 麻豆精品 S� allowing us to identify clinically meaningful problems, access real-world data responsibly and develop solutions that are grounded in medical practice. 麻豆精品 S�

With all of this available to his AIM team, they 麻豆精品 S檝e been building a system that can learn from each patient 麻豆精品 S檚 history, exams, MRIs, CTs and life information. Given the copious amount of data, the AI model would then predict the person 麻豆精品 S檚 future medical trajectory.

For example, a doctor could know the probability of dementia five years before onset. An oncologist could use MRI scans to determine the gene mutation associated with a tumor within seconds rather than performing surgery and then waiting weeks for the results of a genome test.

Diseases would be preventable. Treatment plans would be more effective and less costly. People would be healthier, happier and live longer.

How close are we?

麻豆精品 S淐lose, 麻豆精品 S� Tian says. 麻豆精品 S淚t 麻豆精品 S檚 sometimes hard for me to believe, too. 麻豆精品 S�

At the Forefront of AI

As recently as 2020, Tian didn 麻豆精品 S檛 give much thought to topics like longevity or the location of Orlando.

While working to complete his Ph.D., Tian had immersed himself in familiar computer-science objectives at the University of Adelaide in Australia. Day and night, the lab became a replacement for the home he 麻豆精品 S檇 left on the Chinese peninsula of Liaodong. In just three years, he published more than 15 papers.

Yet something was missing: a greater purpose.

麻豆精品 S淚 麻豆精品 S檝e always wanted to discover a solution to a mystery that has never been solved, 麻豆精品 S� he says.

He didn 麻豆精品 S檛 know what that mystery might be until an advisor asked him, 麻豆精品 S淒o you want to work on fun AI video projects, or do you want to really impact lives? 麻豆精品 S�

The conversation grabbed Tian 麻豆精品 S檚 attention. He 麻豆精品 S檇 been reading about groundbreaking AI research in computer vision and medical imaging. Many of the papers came from an institution in the U.S., a place called UCF.

After finishing his Ph.D., Tian came to the U.S. for postdoctoral work at Harvard University and the University of Pennsylvania, digging his attention deeper into not only medical AI, but also into UCF.

麻豆精品 S淚 found out about UCF 麻豆精品 S檚 young medical school with physicians and scientists working together. And then I heard about the hospitals in the Orlando area, including AdventHealth and Orlando Health, and this freedom to explore AI applications. I wanted to be in an environment like that, where research can advance quickly. 麻豆精品 S�

Tian fast-tracked his postdoctoral role so he could accept a position at UCF, participate in the collaboration, and continue his pursuit of the unsolved mystery: extend life. Shortly after he arrived, the Institute of Artificial Intelligence (IAI) opened its doors 麻豆精品 S� and Tian went on to establish his lab, taking a significant step toward his long-term research goals.

Big Goals Leads to Big Impact

You can sense a profound energy inside AIM.

It 麻豆精品 S檚 a convergence of talent and enthusiasm. In addition to Tian, the institute has recruited two dozen faculty, more than 100 doctoral students and 10 postdocs to imagine and encourage progress. The expertise transcends domains, including computer science, robotics, finance, smart cities and medicine.

麻豆精品 S淲e all have big goals, 麻豆精品 S� Tian says.

Less than a year after heading up the AIM Lab, he says, 麻豆精品 S淲e aren 麻豆精品 S檛 far off from deploying AI models in hospitals to help doctors. 麻豆精品 S�

Tian works at the same speed as technology (fast), until a certain topic comes up. Family. He looks up and begins to describe his hometown, his mother, and the sight of his dad walking in the door one night with the family 麻豆精品 S檚 first computer.

麻豆精品 S淗e and I were fascinated. We went from trying to install the first software to building our own computers and robots. I could never get enough of it. 麻豆精品 S�

Those memories motivate him to work even faster toward his ultimate goal.

麻豆精品 S淚 want to help everyone have a quality life to 100 麻豆精品 S� or longer. My family. Me. All of us, 麻豆精品 S� he says. 麻豆精品 S淚 love the possibility. I love being here, at this turning point, with the opportunity to make a huge impact. 麻豆精品 S�

Here are the highlights that shaped an unforgettable year.

Daring to Boldly Invent the Future: Florida 麻豆精品 S檚 Next-Generation Preeminent University

UCF met the 12 metrics required to earn the Preeminent State Research University designation from the Florida Board of Governors, the highest designation for state research universities. This landmark achievement highlights sustained progress in student success, research and more 麻豆精品 S� affirming UCF 麻豆精品 S檚 leadership in advancing opportunity and impact in Florida and beyond.

UCF Opens Dr. Phillips Nursing Pavilion in Lake Nona, Fueling a Talent Pipeline and Healthcare Innovation

UCF opened the 麻豆精品 S疍r. 麻豆精品 S疨hillips Nursing Pavilion 麻豆精品 S痮n the Academic Health Sciences Campus at Lake Nona 麻豆精品 S� a 90,000-square-foot state-of-the-art facility dedicated to preparing the next generation of healthcare professionals. The pavilion expands immersive simulation technology and interdisciplinary learning spaces, enabling UCF to graduate more nurses ready to serve communities across the region.

Pegasus Partners Expand with BNY and Lockheed Martin

This year saw strategic growth of UCF 麻豆精品 S檚 麻豆精品 S疨egasus Partners 麻豆精品 S痯rogram, with major collaborations forged with global financial services company BNY and aerospace and defense leader Lockheed Martin. The BNY co-located educational innovation hub on UCF 麻豆精品 S檚 main campus 麻豆精品 S� the first of its kind in Florida 麻豆精品 S� brings experiential learning and cybersecurity education directly to students. Additionally, the expanded Lockheed Martin partnership will grow the highly successful College Work Experience Program and expand research in vital areas such as artificial intelligence, robotics and hypersonic technologies.

Elevating Impact Across Space

As America 麻豆精品 S檚 Space University, UCF deepened its influence across the space sector this year, highlighted by the inaugural UCF Space Week that took place Nov. 3-7. The university-wide celebration showcased all the ways Knight Nation is advancing space research, supporting Florida 麻豆精品 S檚 fast-growing space economy, and preparing the next generation of explorers, engineers, and entrepreneurs. The observance also marked the debut of the SpaceU Awards, which celebrated eight honorees 麻豆精品 S� two students, three faculty, two organizations and a record-setting astronaut 麻豆精品 S� for pushing the boundaries of what 麻豆精品 S檚 possible in space development, discovery and exploration.

UCF 麻豆精品 S檚 impact also extended into human health in space. Two internationally known 麻豆精品 S� 麻豆精品 S痚xperts 麻豆精品 S� William Powers and Jennifer Fogarty 麻豆精品 S� joined the College of Medicine 麻豆精品 S檚 faculty as part of UCF 麻豆精品 S檚 new Center for Aerospace and Extreme Environments Medicine that will lead 麻豆精品 S痳esearch and technology development for improving health in extreme environments such as space.

As the top talent provider to the nation 麻豆精品 S檚 aerospace and defense industries, UCF also launched a new online space MBA program to meet the expanding needs of the booming space industry on Florida 麻豆精品 S檚 Space Coast and around the world. The 24-month part-time graduate business program focuses on space commercialization, business strategy and innovation, preparing graduates to lead in high-impact roles across the commercial space, aerospace, government, startups and emerging tech industries.

UCF Launches Institute of Artificial Intelligence to Advance Research, Talent Development Across Disciplines

UCF launched the Institute of Artificial Intelligence, a new university-wide initiative bringing together top faculty, industry partnerships and cross-campus collaboration to position the university as a national leader in AI. The institute will also support UCF 麻豆精品 S檚 AI for All Initiative, which integrates AI into teaching and learning across disciplines, ensuring students graduate with the ability to use AI effectively in their careers.

Honoring Excellence on Founders 麻豆精品 S� Day

UCF 麻豆精品 S檚 annual Founders 麻豆精品 S� Day honored the outstanding achievements of the university 麻豆精品 S檚 employees, faculty and students. Hundreds of Knights were recognized for their 麻豆精品 S痚xcellence and impact 麻豆精品 S� 麻豆精品 S� among them 麻豆精品 S�Pegasus Professors 麻豆精品 S疪oger Azevedo, Fevzi Okumus and Yan Solihin; Medal of Societal Impact honoree Mohamed Abdel-Aty; Reach for the Stars honorees 麻豆精品 S疉mrita Ghosh, Leland Nordin, Yogesh Rawat and Kelly Stevens; and 37 Order of Pegasus inductees 麻豆精品 S� the university 麻豆精品 S檚 highest student honor.

Epic Universe Launch Provides Immersive Learning Opportunities at UCF

Universal Orlando Resort 麻豆精品 S檚 highly anticipated new theme park, Epic Universe, opened its gates this spring, and Knights played a role in bringing it to life. Located less than a mile away, UCF’s 麻豆精品 S� ranked No. 1 in the world for hospitality education (CEOWORLD magazine) 麻豆精品 S� turned Epic Universe into a living case study for hands-on learning in hospitality, themed experience, engineering and beyond. While the park attracts millions of guests with its immersive worlds and attractions, it 麻豆精品 S檚 also transforming hospitality education for Rosen College students, building a direct talent pipeline into the park and developing a workforce ready to lead the industry.

Introducing John Buckwalter, UCF 麻豆精品 S檚 Next Provost 麻豆精品 S�

Following a competitive national search, John Buckwalter was appointed UCF 麻豆精品 S檚 next provost and executive vice president for academic affairs. He and his wife, Amalia, officially joined Knight Nation on Aug. 1. Buckwalter brings more than 20 years of experience in academia to UCF. He most recently served as provost at Boise State University, where he led transformative interdisciplinary initiatives and championed student achievement. He succeeds Provost Michael D. Johnson, who retired this summer following 35 years of service to UCF.

Knights Shine in Athletics

UCF Athletics delivered unforgettable moments this year 麻豆精品 S� from the rowing team claiming its first Big 12 Championship in program history, to men’s soccer’s conference title, to men 麻豆精品 S檚 tennis clinching its , to 82-78 victory over Hofstra at Additional Financial Arena that sparked the best start (8-1) in head coach Johnny Dawkins’ tenure.

Together, We Unleashed Impact: Thank You, Knight Nation, for a Transformational Day of Giving 2025

Knights made a collective impact for another record-breaking celebration of all things Black & Gold. raised more than 麻豆精品 S�$14.8 麻豆精品 S�million 麻豆精品 S� 麻豆精品 S� a 63% increase from last year and the most in university history. 麻豆精品 S疻ith 麻豆精品 S�10,472 麻豆精品 S�gifts, inspired donors across the globe rallied together for the community-driven effort 麻豆精品 S� fueling UCF 麻豆精品 S檚 academic programs, life-changing scholarships, groundbreaking research and more. These contributions were made across all 50 U.S. states, as well as globally, including Australia, France, Panama and the United Kingdom.

The winning team includes Mubarak Shah, the director of the UCF Institute of Artificial Intelligence (IAI); Helen Huang and Qiushi Fu, associate professors of biomedical engineering; Yue Wen, an assistant professor of biomedical engineering; Abhilash Durgam, a doctoral student who works in the Center for Research in Computer Vision; and Jerry Fu, a postdoctoral scholar mentored by Huang and Wen.

As top 10 winners, Team Marque 麻豆精品 S檚 code will be added to the competition 麻豆精品 S檚 open-source repository, contributing to the future advancement of EEG research. They also receive a certificate in recognition of their achievement. Shah says that placing in the top 10 at the world 麻豆精品 S檚 premier venue for AI and machine learning is a tremendous accomplishment for UCF and its newly established IAI.

麻豆精品 S淚t speaks to the strength of UCF 麻豆精品 S檚 interdisciplinary culture, 麻豆精品 S� Shah says.

麻豆精品 S淥ur students and faculty, with their combined expertise in machine learning, neuroscience, signal processing and computer vision can compete with some of the world 麻豆精品 S檚 best teams. 麻豆精品 S� 麻豆精品 S� Mubarak Shah, Trustee Chair Professor

The competitors had to prevail in two individual challenges that utilized data from the Healthy Brain Network, which includes EEGs of more than 3,000 children who were multitasking. Challenge 1 asked the teams to improve the predicted reaction time of a subject seeing change in contrast of an image while Challenge 2 called for an improved prediction of mental health traits in a subject.

Durgam says the secret to Team Marque 麻豆精品 S檚 success was to look for the patterns that hold true for all people.

麻豆精品 S淩ather than treat this as a regression problem to predict a number, we used a classification approach where we taught our model to recognize the unique ‘profile’ of the person, 麻豆精品 S� Durgam says. 麻豆精品 S淭his encouraged the model to understand the individual’s distinct characteristics rather than just treating the task as a simple math problem. 麻豆精品 S�

The team 麻豆精品 S檚 efforts are more than just an accomplishment for themselves and for the university 麻豆精品 S� their code can now be used by scientists to advance EEG research.

麻豆精品 S淥ur open-source repository supports open-science efforts, which I believe is necessary to make substantial breakthroughs in EEG research at a faster rate than any one group could accomplish alone, 麻豆精品 S� Huang says. 麻豆精品 S淏eing able to predict mental health traits in developing children is a challenging problem that has great societal impact and could be solved faster collectively as a field by working in parallel and sharing data and code so groups don 麻豆精品 S檛 have to repeat something that has already been tried. 麻豆精品 S�

Team Marque came together after Durgam reached out to Huang to learn more about EEG. Each of them had already formed teams for the competition, but decided to combine efforts for better results. For Huang, the competition also had a personal connection as one of the organizers, Seyed Yahya Shirazi 麻豆精品 S�21PhD, is her former student.

麻豆精品 S淚 don 麻豆精品 S檛 think we have been in the top 10 if we didn 麻豆精品 S檛 combine efforts, 麻豆精品 S� Huang says. 麻豆精品 S淭ogether, we could work in parallel to explore fundamentally different approaches first to identify the most promising one and then focus on optimizing specific parameters. 麻豆精品 S�