Lozano, Aurelie

14 publications

ICML 2025 Aligning Protein Conformation Ensemble Generation with Physical Feedback Jiarui Lu, Xiaoyin Chen, Stephen Zhewen Lu, Aurelie Lozano, Vijil Chenthamarakshan, Payel Das, Jian Tang

ICML 2024 Larimar: Large Language Models with Episodic Memory Control Payel Das, Subhajit Chaudhury, Elliot Nelson, Igor Melnyk, Sarathkrishna Swaminathan, Sihui Dai, Aurelie Lozano, Georgios Kollias, Vijil Chenthamarakshan, Jiri Navratil, Soham Dan, Pin-Yu Chen

AISTATS 2024 Learning Granger Causality from Instance-Wise Self-Attentive Hawkes Processes Dongxia Wu, Tsuyoshi Ide, Georgios Kollias, Jiri Navratil, Aurelie Lozano, Naoki Abe, Yian Ma, Rose Yu

NeurIPSW 2024 MemReasoner: A Memory-Augmented LLM Architecture for Multi-Hop Reasoning Ching-Yun Ko, Sihui Dai, Payel Das, Georgios Kollias, Subhajit Chaudhury, Aurelie Lozano

NeurIPS 2024 Multi-Scale Representation Learning for Protein Fitness Prediction Zuobai Zhang, Pascal Notin, Yining Huang, Aurélie Lozano, Vijil Chenthamarakshan, Debora Marks, Payel Das, Jian Tang

ICLRW 2024 Structure-Informed Protein Language Model Zuobai Zhang, Jiarui Lu, Vijil Chenthamarakshan, Aurelie Lozano, Payel Das, Jian Tang

ICLRW 2023 Enhancing Protein Language Model with Structure-Based Encoder and Pre-Training Zuobai Zhang, Minghao Xu, Aurelie Lozano, Vijil Chenthamarakshan, Payel Das, Jian Tang

ICLR 2023 Protein Representation Learning by Geometric Structure Pretraining Zuobai Zhang, Minghao Xu, Arian Rokkum Jamasb, Vijil Chenthamarakshan, Aurelie Lozano, Payel Das, Jian Tang

AISTATS 2022 AdaBlock: SGD with Practical Block Diagonal Matrix Adaptation for Deep Learning Jihun Yun, Aurelie Lozano, Eunho Yang

ICMLW 2022 Protein Representation Learning by Geometric Structure Pretraining Zuobai Zhang, Minghao Xu, Arian Rokkum Jamasb, Vijil Chenthamarakshan, Aurelie Lozano, Payel Das, Jian Tang

ICML 2019 Trimming the $\ell_1$ Regularizer: Statistical Analysis, Optimization, and Applications to Deep Learning Jihun Yun, Peng Zheng, Eunho Yang, Aurelie Lozano, Aleksandr Aravkin

ICML 2014 Elementary Estimators for High-Dimensional Linear Regression Eunho Yang, Aurelie Lozano, Pradeep Ravikumar

ICML 2014 Elementary Estimators for Sparse Covariance Matrices and Other Structured Moments Eunho Yang, Aurelie Lozano, Pradeep Ravikumar

AISTATS 2011 Group Orthogonal Matching Pursuit for Logistic Regression Aurelie Lozano, Grzegorz Swirszcz, Naoki Abe