Alternating minimization for generalized rank one matrix sensing: Sharp predictions from a random initialization. - Kabir Aladin Verchand; Mengqi Lou; Ashwin Pananjady (ALT, 2024)

Efficient reductions between some statistical models. - Mengqi Lou; Guy Bresler; Ashwin Pananjady (CoRR, 2024)

Do Algorithms and Barriers for Sparse Principal Component Analysis Extend to Other Structured Settings? - Guanyi Wang; Mengqi Lou; Ashwin Pananjady (IEEE Trans. Signal Process., 2024)

Computationally efficient reductions between some statistical models. - Mengqi Lou; Guy Bresler; Ashwin Pananjady (ALT, 2025)

Accurate, provable, and fast nonlinear tomographic reconstruction: A variational inequality approach. - Mengqi Lou; Kabir Aladin Verchand; Sara Fridovich-Keil; Ashwin Pananjady (CoRR, 2025)