News

Sep 03, 2025 TALK ๐ŸŽค Gave a talk about the channels to infinity in loss landscapes in the Ploutos platform - link to video
Aug 03, 2025 ๐ŸŒŽ Currently in Woods Hole, MA (US) for the MIT Brain, Minds and Machines summer school.
Jun 17, 2025 PAPER ๐Ÿ“ We discover channels of slowly decreasing loss in network loss landscapes that lead to minima at infinite parameter norm. In the limit, these solutions implement Gated Linear Units using standard neurons. These channels are parallel to lines of saddle points generated by permutation symmetries. Read the paper: Flat Channels to Infinity in Neural Loss Landscapes.
Jun 05, 2025 POSTER ๐Ÿž๏ธ Presented a poster at Frontiers in NeuroAI, Boston, on optimization challenges to recover connectivity from activity.
May 28, 2025 PAPER ๐Ÿ“ How degenerate is the solution space of identical RNNs trained on the same task? Check out our new paper on measuring and controlling degeneracy of RNNs. Fun collaboration with the Rajan Lab.
Mar 26, 2025 POSTER ๐Ÿž๏ธ Presented a poster at Kempner Instituteโ€™s Spring Into Science meeting.
Mar 01, 2025 ๐ŸŒŽ I am currently based in Boston for a 4 months visit in Kanaka Rajanโ€™s lab. Reach out if you want to have a chat!
Sep 02, 2024 TALK ๐ŸŽค I gave a talk on Expand-and-Cluster for the EfficientML reading group โ€“ link to video.
Jul 21, 2024 TALK ๐ŸŽค POSTER ๐Ÿž๏ธ In Vienna for ICML โ€˜24 and a visit to Tim Vogelโ€™s lab in IST, Austria.
May 20, 2024 POSTER ๐Ÿž๏ธ In Trieste for the Youth in High Dimensions meeting.
May 02, 2024 PAPER ๐Ÿ“ Expand-and-Cluster is accepted to ICML 2024!

๐Ÿ” We identify the weights of a neural network from simple input-output queries.
โš ๏ธ Symmetries and overparameterised loss landscapes are heavily involved.
Feb 08, 2024 TALK ๐ŸŽค Gave a talk and visited the laboratory of Jakob Macke at the Tรผbingen AI Center, Germany.
Jan 31, 2024 TALK ๐ŸŽค Gave a talk at the annual Swiss Computational Neuroscience meeting.
Sep 26, 2023 POSTER ๐Ÿž๏ธ In Berlin for a poster at the Bernstein conference.
Sep 01, 2023 TALK ๐ŸŽค Best presentation award at the NeuroLeman meeting ๐ŸŽ–๏ธ
Jun 06, 2023 TALK ๐ŸŽค Gave a talk and visited the group of Angelika Steger and Joao Sacramento in ETH, Zรผrich.