How EXCEED Grants Are Revolutionizing Cancer Detection & AI Research at Binghamton University (2026)

The world of research and innovation is a dynamic landscape, and the Binghamton University's Excellence in Entrepreneurship and Discovery (EXCEED) program is at the forefront of this exciting journey. This initiative, funded by the U.S. National Science Foundation's Accelerating Research Translation (ART) grant, is not just about advancing technology; it's about transforming lives and pushing the boundaries of what's possible. In my opinion, this program is a shining example of how academic institutions can foster innovation and drive real-world impact.

One of the most compelling aspects of EXCEED is its ability to bring together diverse talents and expertise. Josh Chen, a postdoctoral associate, found himself in a unique position. With a background in computer science, he was initially unaware of the entrepreneurial and commercialization aspects of his field. However, through EXCEED, he was able to bridge this gap and work on cutting-edge cancer detection technology alongside Professor Nancy Guo. This is what makes EXCEED so powerful—it creates opportunities for individuals like Chen to explore new horizons and contribute to meaningful projects.

The program's impact is evident in the work of Chen and his colleagues. By focusing on data privacy protection, Chen is developing a novel federated learning method that safeguards both data and model privacy. This is a critical aspect of medical research, where sensitive patient information must be protected while still allowing for collaboration and innovation. Chen's approach, inspired by deep mutual learning, has the potential to revolutionize precision oncology by enabling highly accurate image analysis at the cellular level.

The team's efforts are a testament to the power of collaboration. Stephen Barnum, an undergraduate student, played a crucial role in GPU parallel processing, significantly speeding up image analysis. Mason Dziadulewicz Tipton, a graduate research assistant, bridges the gap between radiomics and image analysis, providing valuable insights into the complexities of biological data. Their contributions, along with Chen's, showcase the diverse skills and perspectives that EXCEED brings together.

What makes EXCEED truly remarkable is its ability to turn novel research into real-world applications. Chen's work, for instance, has evolved from a simulation study to a real-world prototype that could be distributed across New York state. This is the essence of translational research—taking scientific discoveries and turning them into tangible solutions that can make a difference in people's lives. It's a process that requires support, guidance, and a customer-oriented mindset, which EXCEED provides.

The program's success is also reflected in the growing number of applicants and potential projects each year. Kathryn Cherny, the senior program manager, highlights the program's impact in fostering viable and impactful translational research. EXCEED is not just about individual achievements; it's about building a community of innovators who are driven by a shared goal of making a positive impact.

In my view, EXCEED is more than just a grant program; it's a catalyst for change. It empowers researchers to think beyond the confines of academia and embrace the challenges and opportunities of the real world. It encourages them to take risks, learn from failures, and persevere in the face of uncertainty. This is the essence of innovation—a relentless pursuit of progress and a commitment to making a difference.

As we look to the future, EXCEED's impact will only continue to grow. With each new project and collaboration, it will inspire a new generation of innovators and drive the advancement of technology and society. This is the true power of academic initiatives like EXCEED—they have the potential to shape the future and create a better world for all of us.

How EXCEED Grants Are Revolutionizing Cancer Detection & AI Research at Binghamton University (2026)
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