Meet Our 2026 Featured Speakers
Our program features an exceptional lineup of keynote and featured speakers—top investigators and clinicians who are leading the way in psychopharmacological research and therapeutic innovation. They will share groundbreaking data, explore new drug developments, and lead crucial discussions on the most pressing challenges in clinical psychopharmacology today.
Don't miss this opportunity to learn from and engage with these esteemed experts.
Keynote Plenary
AI Beyond Evil Robots: Ensuring Transformative Means Better

Roy Perlis, MD MSc
Roy Perlis, MD MSc is Editor in Chief of JAMA+ AI, responsible for AI content across the JAMA Network, and Director of the Center for Quantitative Health at Massachusetts General Hospital. He serves as Vice Chair for Research and Ronald I. Dozoretz, MD Endowed Chair in the Department of Psychiatry at Massachusetts General Brigham, and Professor of Psychiatry at Harvard Medical School. Dr. Perlis has authored more than 400 articles reporting original research in peer-reviewed journals ranging from Nature Genetics and Nature Neuroscience to JAMA and the New England Journal of Medicine, focused on development of novel treatments and biomarkers for brain diseases. Dr. Perlis was awarded the Depression and Bipolar Support Alliance's Gerald L. Klerman Young Investigator Award in 2010, and the DBSA’s Senior Investigator Award in 2025; he is proud to serve as a scientific advisor to the DBSA. In his spare time, he enjoys tinkering with pinball machines and trying to grow things.
Abstract
The rapid development of modern machine learning methods, and accelerating adoption across medicine, promises to transform the practice of psychiatry as well. This presentation will review some of the less-appreciated promise of these technologies, including clinical decision support, biomarker development, treatment discovery, and delivery of evidence-based psychotherapies. It will also consider the challenges, most notably their potential to adversely impact mental health at the individual and population level. It will emphasize ways in which changes across medicine may have implications for mental health care as well. Finally, the presentation will suggest strategies that may help to ensure that applications of AI maximize the ability of psychiatrists and other clinicians to deliver high-quality care at scale.
Plenary Panel
Artificial Intelligence: Understanding the Present and Anticipating the Future

Joseph Geraci, Ph.D.
Joseph Geraci, Ph.D. is a mathematical physicist, medical scientist, and entrepreneur whose work focuses on the rigorous application of artificial intelligence to complex biomedical and clinical trial data. He is the Founder and Chief Scientific Officer/Chief Technology Officer of NetraMark Corp., where he leads the development of mathematically grounded AI methods designed specifically for small, heterogeneous clinical trial populations. In addition to his industry work, Dr. Geraci is an Assistant Professor of Molecular Medicine at Queen’s University, with academic affiliations including the University of California, San Diego, Augusta University, and the Centre for Addiction and Mental Health (CAMH). He has collaborated with academic, regulatory, and industry partners on applications spanning psychiatry, oncology, and neurological disease, and has been recognized for advancing explainable, regulator-ready AI approaches that prioritize statistical validity, clinical relevance, and patient safety. Dr. Geraci’s research sits at the intersection of high-dimensional statistics, machine learning, and translational medicine, with particular emphasis on patient stratification, treatment–placebo differentiation, and reproducible evidence generation in psychiatry and neuroscience. His work draws on foundational results from probability theory and information geometry to address known limitations of conventional machine learning approaches when applied to real-world clinical trial data. Dr. Geraci brings a pragmatic perspective to the use of AI in medicine, emphasizing both the promise of emerging technologies—such as large language models—and the mathematical and clinical constraints that must be respected to ensure reliable, ethical, and clinically meaningful outcomes.

Yulin Hswen, ScD, MPH
Yulin Hswen, ScD, MPH is an Associate Professor at the University of Maryland College Park and an epidemiologist and computational researcher specializing in artificial intelligence, and population health surveillance. She is an Associate Editor at JAMA and JAMA+ AI and has led international research using social media, search data, and multimodal AI to study depression, suicide risk, substance use, and technology related mental health harms. Her work focuses on integrating ethical AI methods into public health practice to improve early detection, prevention, and health equity.

John Torous, MD, MBI
John Torous, MD, MBI, is director of the digital psychiatry division in the Department of Psychiatry at Beth Israel Deaconess Medical Center (BIDMC), a Harvard Medical School-affiliated teaching hospital, where he also serves as a staff psychiatrist and associate professor. He has a background in electrical engineering and computer sciences and received an undergraduate degree in the field from UC Berkeley before attending medical school at UC San Diego. He completed his psychiatry residency, fellowship in clinical informatics, and master's degree in biomedical informatics at Harvard. Dr. Torous is active in investigating the potential of mobile mental health and AI technologies for psychiatry, and his team supports mindapps.org as the largest database of mental health apps, mindApps.ai for benchmarking AI chatbots, mindLAMP technology platform for scalable digital phenotyping and interventions, and the Digital Navigator program to promote digital equity and access. Dr. Torous has published over 300 peer reviewed articles and 5 book chapters on the topic. He directs the Digital Psychiatry Clinic at BIDMC which seeks to improve access to and quality of mental health care through augmenting treatment with digital innovations. Dr. Torous serves as editor-in-chief for the journal JMIR Mental Health, web editor for JAMA Psychiatry, and a member of various American Psychiatric Association committees.
Abstract
Artificial intelligence is fundamentally transforming psychiatric practice across multiple domains, from accelerating drug discovery and development, to advancing digital therapeutics and enhancing clinical decision support systems. These technological advances hold unprecedented promise for improving diagnostic accuracy, personalizing treatment approaches, and expanding access to mental health care. However, these innovations bring significant challenges that must be carefully navigated, including algorithmic bias that may perpetuate health disparities, privacy vulnerabilities in sensitive mental health data, model hallucinations that could provide inaccurate clinical information, automation complacency among healthcare providers, performance drift as models encounter new populations, lack of transparency in algorithmic decision-making, and ambiguous accountability frameworks when AI systems influence patient care. This conference plenary session will feature three presentations followed by a panel of experts that explore the current landscape, emerging opportunities, and critical challenges facing AI implementation in psychiatry. The first speaker will provide a comprehensive overview of AI technologies currently being deployed in psychiatric settings, examining their applications across clinical research and practice while addressing both the technical capabilities and practical limitations of these systems. The second speaker will examine the rapidly emerging role of LLMs and AI chatbots in psychiatric care, exploring their therapeutic potential and clinical risks, while critically evaluating implementation considerations, including safety protocols, risk simulation, benchmarking, therapeutic boundaries, and integration with traditional care models. While the talk will primarily focus on chatbots for care purposes, the clinical role of LLMs and AI for diagnostic and clinical decision support will also be considered. The third speaker will present practical, real-world examples of AI applications in clinical trial analyses, demonstrating how machine learning algorithms, natural language processing, and predictive modeling are advancing psychiatric research methodologies, improving patient recruitment and retention, and accelerating the translation of research findings into clinical practice. The session will conclude with an expert panel discussion addressing regulatory considerations, ethical frameworks, and strategies for responsible AI implementation that prioritizes patient safety and therapeutic benefit while fostering continued innovation in psychiatric care.
Regulatory Panel
AI-Based Tools in CNS Drug Development: A Regulatory Framework for Clinical Trial Applications

Tiffany Farchione, M.D.
Tiffany Farchione, M.D. received her medical degree from Wayne State University in Detroit, Michigan, and completed adult residency and child & adolescent fellowship training at the University of Pittsburgh's Western Psychiatric Institute and Clinic. Dr. Farchione is board certified in both general and child & adolescent psychiatry. Prior to joining FDA in 2010, Dr. Farchione was affiliated with the University of Pittsburgh Medical Center and was on the faculty of the University of Pittsburgh. As the Director of the Division of Psychiatry at FDA, Dr. Farchione is involved in the oversight of new drug review for all psychiatric drug development activities conducted under investigational new drug applications, and the review of all new drug applications and supplements for new psychiatric drug claims.

Bernard Fischer, M.D.
A psychiatrist and the acting Deputy Director of the Office of Neuroscience in the Office of New Drugs at the U.S.
Bernard Fischer, M.D. is a psychiatrist and the acting Deputy Director of the Office of Neuroscience in the Office of New Drugs at the U.S. Food and Drug Administration (FDA). He provides regulatory oversight of development and marketing approval of drugs for psychiatric and neurologic disorders, addiction, anesthesia, and pain under investigational new drug applications (INDs) and new drug applications (NDAs). Prior to the FDA, he spent more than 10 years in academic medicine at the Maryland Psychiatric Research Center (MPRC) and the Department of Veterans Affairs. Dr. Fischer earned his medical degree from the Medical College of Virginia. He completed a 5-year research/clinical residency in psychiatry at the University of Maryland/Sheppard Pratt followed by a post-doctoral fellowship in mental illness research at the MPRC. He holds a master’s degree in biomedical ethics and has been board certified in both psychiatry and addiction medicine. He has authored or co-authored more than 50 scientific publications.

Qi Liu, Ph.D., M.Stat., FCP
Qi Liu, Ph.D., M.Stat., FCP is the Associate Director for Innovation & Partnership in the Office of Clinical Pharmacology (OCP)/ Office of Translational Sciences, CDER, FDA. She is a co-chair of CDER's AI Council and the lead of CDER AI Review Rapid Response Team. She is a member of the FDA-Wide AI Policy Coordination and Planning Council. She is also on the executive board of CDER’s Quantitative Medicine Center of Excellence. She helped establishing and has been directing the OCP Innovative Data Analytics Program (focusing on AI, Real-world data and digital health) and AI review team. She had the experience leading Physiological Based Pharmacokinetic Modeling and Simulation Oversight Board and co-leading Biologics Oversight Board. During her career at the FDA, she also contributed to over 200 NDA/sNDA/BLA/sBLA reviews, and numerous IND reviews. She was on many working groups developing FDA guidance documents and Manual of Policies & Procedures.

Valentina Mantua, M.D., Ph.D.
Valentina Mantua, M.D., Ph.D., is Associate Director for Regulatory Science in the Office of Neuroscience at FDA’s Center for Drug Evaluation and Research (CDER). She leads initiatives to advance innovative methods and tools in clinical trials and represents the Agency in pre-competitive collaborations with partners including NIH and FNIH. Before joining FDA in 2019, Dr. Mantua served as a delegate of the Italian Medicines Agency (AIFA) to several committees and working parties of the European Medicines Agency (EMA) and practiced as a board-certified psychiatrist in the UK at South London and Maudsley NHS Foundation Trust. She is an active committee member of the American Society of Clinical Psychopharmacology (ASCP). Dr. Mantua received her M.D. and psychiatry residency training from Sapienza University of Rome and a Ph.D. in Neurobiology of Affective Disorders from the University of Pisa.

Roberta Rasetti, M.D.,Ph.D.
Roberta Rasetti, M.D.,Ph.D. joined the FDA in late 2020 as a physician in the Division of Psychiatry. She received her MD and PhD from the University of Turin, Italy, and completed an adult residency at the University of Pennsylvania, Department of Psychiatry. Prior to joining the FDA in 2020, Dr. Rasetti was affiliated with the Georgetown University School of Medicine and was on the faculty of Georgetown University and a Clinical Fellow at the National Institute of Mental Health, where she focused on schizophrenia research. As a medical reviewer in the Division of Psychiatry at the FDA, Dr. Rasetti is involved in the review of new drug applications and supplements for new psychiatric drugs.
Abstract
This session examines the evolving role of artificial intelligence (AI) and machine learning (ML) in FDA drug review processes, with particular focus on central nervous system (CNS) therapeutics. The session will explore how AI tools are currently integrated within FDA operations, their impact on clinical review practices, and emerging applications in psychiatric and neurological drug development. The first presentation will provide an overview of AI implementation across FDA's Center for Drug Evaluation and Research (CDER) and Center for Devices and Radiological Health (CDRH), highlighting internal tools that enhance regulatory efficiency while maintaining scientific rigor. The second presentation will focus on AI applications in CNS drug development, reviewing FDA's Risk-Based Evaluation Framework for AI/ML tools and examining real-world examples of how these technologies address traditional challenges in psychiatric research, including patient stratification, digital endpoints, and placebo response variability. Following the two presentations, we will have a panel discussion focused on how clinical reviewers integrate AI resources into their workflow, addressing concerns about maintaining independent clinical judgment and ensuring that AI augments rather than replaces critical thinking in regulatory decision-making. This session will provide attendees with practical insights into current FDA AI capabilities, regulatory expectations for AI-enabled submissions, and emerging opportunities for leveraging these technologies in CNS therapeutic development.
Clinical Updates
AI-Based Tools in CNS Drug Development: A Regulatory Framework for Clinical Trial Applications

Lori Davis, M.D.
Lori Davis, MD is Senior Research Psychiatrist at the Birmingham VA Health Care System and Adjunct Professor of Psychiatry in the Department of Psychiatry, University of Alabama Heersink School of Medicine, in Birmingham, AL. She received her undergraduate degree from Duke University and her medical degree from the University of North Carolina at Chapel Hill. She completed a psychiatry residency at the University of Alabama at Birmingham. Dr. Davis has been designing and conducting clinical trials in mental health disorders for over 30 years under continuous peer-reviewed funding, resulting in over 130 publications. Her research aims to better understand the effects of pharmacotherapy, psychotherapy, vocational rehabilitation, mindfulness meditation, and other novel treatments for posttraumatic stress disorder (PTSD), depression, and substance use disorders.

Joseph Goldberg, M.D.
Joseph Goldberg, M.D. is Clinical Professor of Psychiatry at the Icahn School of Medicine at Mount Sinai in New York City, and is the immediate-past president of ASCP. He is also deputy editor-in-chief of the Journal of Clinical Psychiatry. He attended college at the University of Chicago, graduate school in neuroscience at the University of Illinois, medical school at Northwestern University, and completed his psychiatry residency and fellowship at the Payne Whitney Clinical of New York Hospital where he founded the bipolar disorders research clinic before moving to the Icahn School of Medicine at Mount Sinai. Dr. Goldberg has published over 250 peer reviewed publications and five books on topics related to clinical psychopharmacology in mood and psychotic disorders and is an active clinical investigator and educator in the treatment and outcome of major psychiatric disorders.

John M. Kane, M.D.
John M. Kane, M.D. served as chair of psychiatry for 34 years at the Zucker Hillside Hospital and is currently the Co-Director of the Institute of Behavioral Research at the Feinstein Institutes for Medical Research. He also served as the inaugural chair of Psychiatry at the Donald and Barbara Zucker School of Medicine at Hofstra/Northwell for 12 years. He is the recipient of many awards, including the Lieber Prize, the APA’s Kempf Award and Foundations Prize, the New York State Office of Mental Health Lifetime Achievement Award, The Dean Award from the American College of Psychiatrists, and the ASCP’s Donald Klein Lifetime Achievement Award. He has served as President of the American Society of Clinical Psychopharmacology, the Psychiatry Research Society and the Schizophrenia International Research Society. Dr. Kane has been the principal investigator on 24 U.S. National Institutes of Health grants focusing on schizophrenia, psychobiology and treatment, recovery, and improving the quality and cost of care. He is the author of over 950 peer-reviewed papers and serves on the editorial boards of numerous journals.

Andrew A. Nierenberg, M.D.
Andrew A. Nierenberg, M.D. is the Director of the Dauten Family Center for Bipolar Treatment Innovation at Massachusetts General Hospital, holds the Thomas P. Hackett, MD Endowed Chair at MGH, and is a Professor of Psychiatry at Harvard Medical School. In addition to directing the Dauten Center, Dr. Nierenberg serves as the co-director of the MGH Center for Clinical Research Education. Dr. Nierenberg focuses on clinical trials for bipolar disorder and depression, with over 625 published papers and a Google Scholar h-index of over 130. He has been listed among The Best Doctors or Top Doctors in America for the treatment of mood and anxiety disorders yearly since 1994. He has been honored with the International Society for Bipolar Disorders Mogens Schou Award for Research, the Brain and Behavior Research Foundation’s Colvin Prize, and the NAMI Scientific Research Award. Dr. Nierenberg is currently the PI of the Sequential Multiple Assignment of Treatment study for bipolar depression (SMART-BD) (that compares treatments for bipolar depression) funded by the Patient Centered Outcomes Research Institute (PCORI). He also leads the Bipolar Action Network, a Learning Health Network comprising multiple healthcare systems, which breaks down the barriers between clinical, research, and quality improvement activities to achieve better outcomes. Dr. Nierenberg has an active clinical practice, supervises and teaches residents, serves on multiple nonprofit advocacy boards, is a member of multiple journal editorial boards, and is the editor-in-chief of Psychiatric Annals.
Abstract
This plenary session will provide clinicians and clinical investigators with an up-to-date overview of state of the art treatment in three key disease states: bipolar disorder, posttraumatic stress disorder, and schizophrenia. An expert panel will discuss current literature and findings from clinical trials as translating to everyday real-world clinical practice. Presentations will include an in-depth focus on the merits and shortcomings of guideline-based treatment for bipolar disorder and devising optimal treatment protocols and paradigms; the emerging role of second generation antipsychotics (SGAs) as foundational treatments for bipolar disorder and short- and long-term breadth of spectrum relative to that of mood stabilizers such as lithium, valproate or lamotrigine; new findings in the pharmacotherapy of posttraumatic stress disorder; and contemporary approaches (and newly emerging treatment options) for the management of schizophrenia.
Updates from Federal and Other Funding Agencies

Lori Davis, M.D.
Lori Davis, MD is Senior Research Psychiatrist at the Birmingham VA Health Care System and Adjunct Professor of Psychiatry in the Department of Psychiatry, University of Alabama Heersink School of Medicine, in Birmingham, AL. She received her undergraduate degree from Duke University and her medical degree from the University of North Carolina at Chapel Hill. She completed a psychiatry residency at the University of Alabama at Birmingham. Dr. Davis has been designing and conducting clinical trials in mental health disorders for over 30 years under continuous peer-reviewed funding, resulting in over 130 publications. Her research aims to better understand the effects of pharmacotherapy, psychotherapy, vocational rehabilitation, mindfulness meditation, and other novel treatments for posttraumatic stress disorder (PTSD), depression, and substance use disorders.

Daniel Falk, Ph.D
Daniel Falk, Ph.D. is the Branch Chief of the Medications Development Branch (MDB) within the Division of Treatment and Recovery (DTR) at the National Institute on Alcohol Abuse and Alcoholism (NIAAA). At NIAAA, he directs research on pharmacotherapy for alcohol use disorder (AUD) and novel methods for clinical trials, including the evaluation of new endpoints. Dr. Falk co-leads the NIAAA Alcohol Pharmacotherapy Evaluation Program (APEP) - a contract program which evaluates the efficacy and safety of novel and repurposed compounds to treat AUD in laboratory and randomized clinical trials. Dr. Falk is also the Coordinator of the NIAAA Data Archive, a large data repository over 775 NIAAA funded studies involving human subjects. Dr. Falk has authored over 50 publications and presentations on a diverse set of alcohol-related topics, including pharmacotherapy to treat AUD, statistical methods and outcomes for alcohol clinical trials, psychiatric comorbidity of AUD, and correlates of alcohol use.

Fuad Issa, M.D.
Fuad Issa, M.D. has been the Psychological Health Research Portfolio Manager at Research & Engineering Directorate, Defense Health Agency (DHA) since January 2022. Prior to that Dr. Issa served as Chief of Clinical Care at DHA Psychological Health Center of Excellence since 2016. He has worked in the civilian, military and veteran mental health arenas both in clinical and research capacities. Dr. Issa has published in peer-reviewed journals, presented at national and international conferences, and authored book chapters. Dr. Issa earned his medical degree from Aleppo University, Syria, and trained in Psychiatry at Case Western Reserve University; later he was senior research fellow in clinical psychopharmacology at the National Institute of Mental Health, conducting clinical and basic science research on serious mental illnesses. He continued his involvement in research at Washington Research and George Washington University until he joined DHA. Dr. Issa is board certified in Psychiatry, distinguished life fellow of the American Psychiatric Association, member of Society of Biological Psychiatry and American Medical Association. He is a Clinical Professor of Psychiatry and Behavioral Sciences at George Washington University.

Iván D. Montoya, M.D., M.P.H.
Iván D. Montoya, M.D., M.P.H.is the Director of the Division of Therapeutics and Medical Consequences (DTMC) at the National Institute on Drug Abuse (NIDA), NIH, where he provides scientific and administrative leadership for a national and international research portfolio focused on medications, biologics, behavioral interventions, devices, and digital therapeutics for substance use disorders (SUDs), as well as research on their medical consequences. He has extensive expertise in translational addiction science, multi-site clinical trials, pharmacotherapy and biologics development, and ethical oversight of complex clinical research, and has authored multiple peer-reviewed publications and edited major reference works in addiction medicine.

Matthew Rudorfer, M.D.
Matthew Rudorfer, M.D. is the Chief of the Psychopharmacology, Somatic, and Integrated Treatments Research Program in the National Institute of Mental Health (NIMH) Division of Services and Intervention Research (DSIR) Treatment and Preventive Interventions Research Branch. In this position Dr. Rudorfer provides programmatic support for confirmatory efficacy and effectiveness clinical trials and related research focused on studies of optimized and personalized treatment across a range of disorders, mainly in adults, using a variety of medication, device-based, and behavioral interventions, often in sequence or combination. He also helps coordinate ethics research for the Institute. He has served as a member and chair of the FDA Psychiatric Drugs Advisory Committee.
Dr. Rudorfer began his NIMH career in the intramural research program, where for several years he conducted research on novel and existing pharmacologic and neuromodulation treatments for complex mood disorders, establishing an ECT clinical and research service. Moving on to the extramural program, he served as program director of the annual NCDEU treatment research meeting – eventually co-chairing with ASCP – and editor-in-chief of the Psychopharmacology Bulletin before assuming his present position. Board-certified in Psychiatry and Clinical Pharmacology, Dr. Rudorfer received his medical degree from the State University of New York – Downstate Medical Center and trained in psychiatry at Washington University in St. Louis before coming to NIH. At present he maintains a small private practice of psychiatry and psychopharmacology and serves as chair of the Continuing Medical Education (CME) Committee of the Washington Psychiatric Society.

Tracy Yu-Ping Wang, MD, MHS, MSc Chief
Tracy Yu-Ping Wang, MD, MHS, MSc Chief, is a cardiologist and clinical researcher with expertise in observational research, implementation science and pragmatic randomized clinical trials. Wang leads PCORI’s comparative clinical effectiveness research (CER) portfolio focused on increasing the evidence base for existing interventions and emerging innovations to improve health care and health outcomes through multidisciplinary research. She provides strategic guidance and oversight of ongoing programs and new initiatives designed to enhance and accelerate patient-centered CER. Prior to her current role, Wang was a professor of medicine at Duke University and led several large studies at the Duke Clinical Research Institute that have focused on comparative effectiveness and safety, care quality assessment and quality improvement. To date, she has published over 350 peer-reviewed manuscripts, lectured widely on pragmatic trials and the use of data to guide initiatives aimed at reducing gaps in healthcare access and outcomes. Additionally, she has evolved the platform for research to enrich representative site and patient recruitment, innovate longitudinal patient follow-up, facilitate the collection of patient-reported outcomes and pragmatically adjudicate clinical events of interest. She previously served as Assistant Dean of Continuing Medical Education and Director of Health Services and Outcomes Research at Duke. Wang has served on numerous volunteer committees, tasks forces and writing groups for the American Heart Association (AHA), American College of Cardiology and American College of Physicians. She previously chaired the AHA Council Operations Committee (2020-22) and AHA’s Quality of Care and Outcomes Research (QCOR) Council (2017-19). She is an associate editor of the JAMA Internal Medicine journal and serves on the editorial boards of several other high-impact journals. In 2022, she was awarded the AHA QCOR Outstanding Lifetime Achievement Award and has received multiple awards recognizing her excellence in research mentorship and leadership. A graduate of Yale University, Wang received her medical degree from Harvard Medical School, Master of Science degree in molecular biochemistry and biophysics from Yale University, and Master of Health Science degree in clinical research from Duke University.
Abstract
This plenary session will provide clinicians and clinical investigators with an up-to-date overview of state of the art treatment in three key disease states: bipolar disorder, posttraumatic stress disorder, and schizophrenia. An expert panel will discuss current literature and findings from clinical trials as translating to everyday real-world clinical practice. Presentations will include an in-depth focus on the merits and shortcomings of guideline-based treatment for bipolar disorder and devising optimal treatment protocols and paradigms; the emerging role of second generation antipsychotics (SGAs) as foundational treatments for bipolar disorder and short- and long-term breadth of spectrum relative to that of mood stabilizers such as lithium, valproate or lamotrigine; new findings in the pharmacotherapy of posttraumatic stress disorder; and contemporary approaches (and newly emerging treatment options) for the management of schizophrenia.
