3 papers
cs.CR2024
Fooling LLM graders into giving better grades through neural activity guided adversarial prompting
Atsushi Yamamura, Surya Ganguli
The deployment of artificial intelligence (AI) in critical decision-making and evaluation processes raises concerns about inherent biases that malicious actors could exploit to dis…
cond-mat.dis-nn2023
Geometric landscape annealing as an optimization principle underlying the coherent Ising machine
Atsushi Yamamura, Hideo Mabuchi, Surya Ganguli
Given the fundamental importance of combinatorial optimization across many diverse application domains, there has been widespread interest in the development of unconventional phys…
cond-mat.dis-nn2023
High-Dimensional Non-Convex Landscapes and Gradient Descent Dynamics
Tony Bonnaire, Davide Ghio, Kamesh Krishnamurthy +3
In these lecture notes we present different methods and concepts developed in statistical physics to analyze gradient descent dynamics in high-dimensional non-convex landscapes. Ou…