Ila Fiete
Ila Fiete is an MIT researcher who studies memory and learning in brains and deep networks. She studied mathematics and physics at the University of Michigan and completed a physics PhD at Harvard in 2004, doing most of her doctoral research in Sebastian Seung’s lab at MIT. Her work includes a 2009 paper on grid-cell navigation models, a 2025 study of latent memories in language models, and a 2025 model of how the brain stores memories of places and events. She received the Society for Neuroscience’s Swartz Prize in 2022. Fiete is a professor of brain and cognitive sciences and directs MIT’s ICoN Center.
- Works
- 190
- Citations
- 6,085
- h-index
- 35
- Badges
Publication numbers from OpenAlex, as of 27 October 2026.
Timeline
-
By 2004
A physics PhD at Harvard
She grows up between Mumbai and the United States and studies mathematics and physics at the University of Michigan. In 2004, she earns a physics PhD at Harvard University. Most of her doctoral research takes place in Sebastian Seung’s lab at MIT, where she studies how signals about head movement control eye position.
-
2004–2008
Postdocs and a Texas appointment
From 2004 to 2006, she holds a postdoctoral appointment at the University of California, Santa Barbara’s Kavli Institute for Theoretical Physics, while also serving as a visiting member of the Center for Theoretical Biophysics at the University of California, San Diego. She spends two years at Caltech as a Broad Fellow in brain circuitry. In 2008, she joins the faculty of the University of Texas at Austin.
-
2009
A grid-cell navigation model
In 2009, she coauthors “Accurate path integration in continuous attractor network models of grid cells,” published in PLOS Computational Biology.
-
2016
HHMI Faculty Scholar
In 2016, she is selected as a Howard Hughes Medical Institute Faculty Scholar at the University of Texas at Austin.
-
2018–2019
Joining MIT and McGovern
She joins MIT’s Department of Brain and Cognitive Sciences as an associate professor with tenure in 2018. In 2019, she joins the McGovern Institute for Brain Research as an associate investigator, studying circuits involved in short-term memory, integration and inference.
-
October 2021
Directing the ICoN Center
In October 2021, she is named to lead MIT’s new K. Lisa Yang Integrative Computational Neuroscience (ICoN) Center at the McGovern Institute. The center brings together researchers to develop mathematical models and computational tools for understanding brain function and mental health.
-
2022
The Swartz Prize
In 2022, she receives the Society for Neuroscience’s Swartz Prize for Theoretical and Computational Neuroscience for her research modeling grid cells and the brain’s navigation system. With her collaborators, she develops models explaining how interactions between neurons produce and stabilize grid-cell firing patterns for spatial memory.
-
January 2025
A model of episodic memory
She is the senior author of “Episodic and associative memory from spatial scaffolds in the hippocampus,” published in Nature in January 2025. The model connects grid cells with hippocampal cells to explain how memories of places and events are stored, including the gradual loss of detail in older memories and the use of memory palaces.
-
2025
Latent memories in language models
In 2025, she coauthors “Uncovering Latent Memories in Large Language Models” with Sunny Duan, Mikail Khona, Abhiram Iyer and Rylan Schaeffer at ICLR. The study shows that sequences encountered during training can remain recoverable in a language model after appearing unmemorized, and introduces a test based on cross-entropy loss to detect these latent memories.
-
As of October 2026
Professor and ICoN director
As of October 2026, she is a professor in MIT’s Department of Brain and Cognitive Sciences, an associate investigator at the McGovern Institute, and director of the K. Lisa Yang ICoN Center. Her group studies memory, inference and learning in the brain and in deep networks; a January 2026 seminar at Washington University in St. Louis presents her work on associative and episodic memory.
Career
- Since 2021Massachusetts Institute of TechnologyDirector, K. Lisa Yang ICoN Center
- Since 2019Massachusetts Institute of TechnologyAssociate Investigator, McGovern Institute for Brain Research
- NowMassachusetts Institute of TechnologyProfessor, Department of Brain and Cognitive Sciences
- From 2018Massachusetts Institute of TechnologyAssociate Professor, Department of Brain and Cognitive Sciences
- From 2008University of Texas at AustinFaculty member
- 2006–2008California Institute of TechnologyBroad Fellow
- 2004–2006University of California, Santa BarbaraPostdoctoral researcher, Kavli Institute for Theoretical Physics
- 2004–2006University of California, San DiegoVisiting member, Center for Theoretical Biophysics
- Massachusetts Institute of TechnologyDoctoral researcher in Sebastian Seung’s lab
Education
- 2004Harvard UniversityPhysics PhD
- University of MichiganMathematics and physics studies
Sources and credits
Photo: We have no published photo of Ila Fiete yet. Send us a free-licensed photo.
- Ila Fiete studies how the brain performs complex computations
- School of Science welcomes 10 professors
- Ila Fiete joins the McGovern Institute
- Ila Fiete - MIT McGovern Institute
- 2016 Faculty Scholars
- Data transformed
- Ila Fiete wins Swartz Prize for Theoretical and Computational Neuroscience
- How one brain circuit encodes memories of both places and events
- Uncovering Latent Memories in Large Language Models
- Ila Fiete | Brain and Cognitive Sciences
- Department of Neuroscience Seminar: Ila Fiete, PhD (MIT)

