Ehsan Imani

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 18

Top Topics

Data Representations

Regression Algorithm

Top Venues

Biomed. Signal Process. Control.

J. Mach. Learn. Res.

Publications

Farzane Aminmansour, Taher Jafferjee, Ehsan Imani, Erin J. Talvitie, Michael Bowling, Martha White
Mitigating Value Hallucination in Dyna-Style Planning via Multistep Predecessor Models. J. Artif. Intell. Res. 80 (2024)
Ehsan Imani, Kai Luedemann, Sam Scholnick-Hughes, Esraa Elelimy, Martha White
Investigating the Histogram Loss in Regression. CoRR (2024)
Wojciech Masarczyk, Mateusz Ostaszewski, Ehsan Imani, Razvan Pascanu, Piotr Milos, Tomasz Trzcinski
The Tunnel Effect: Building Data Representations in Deep Neural Networks. NeurIPS (2023)
Eric Graves, Ehsan Imani, Raksha Kumaraswamy, Martha White
Off-Policy Actor-Critic with Emphatic Weightings. J. Mach. Learn. Res. 24 (2023)
Wojciech Masarczyk, Mateusz Ostaszewski, Ehsan Imani, Razvan Pascanu, Piotr Milos, Tomasz Trzcinski
The Tunnel Effect: Building Data Representations in Deep Neural Networks. CoRR (2023)
Ehsan Imani, Guojun Zhang, Jun Luo, Pascal Poupart, Yangchen Pan
Label Alignment Regularization for Distribution Shift. CoRR (2022)
Ehsan Imani, Wei Hu, Martha White
Representation Alignment in Neural Networks. Trans. Mach. Learn. Res. 2022 (2022)
Ehsan Imani, Wei Hu, Martha White
Understanding Feature Transfer Through Representation Alignment. CoRR (2021)
Eric Graves, Ehsan Imani, Raksha Kumaraswamy, Martha White
Off-Policy Actor-Critic with Emphatic Weightings. CoRR (2021)
Mohammadamin Sabzevari, Ehsan Imani
Separation of movement direction concepts based on independent component analysis algorithm, linear discriminant analysis, deep belief network, artificial and fuzzy neural networks. Biomed. Signal Process. Control. 62 (2020)
Yangchen Pan, Ehsan Imani, Martha White, Amir-massoud Farahmand
An implicit function learning approach for parametric modal regression. CoRR (2020)
Yangchen Pan, Ehsan Imani, Amir-massoud Farahmand, Martha White
An implicit function learning approach for parametric modal regression. NeurIPS (2020)
Taher Jafferjee, Ehsan Imani, Erin Talvitie, Martha White, Michael Bowling
Hallucinating Value: A Pitfall of Dyna-style Planning with Imperfect Environment Models. CoRR (2020)
Ehsan Imani, Eric Graves, Martha White
An Off-policy Policy Gradient Theorem Using Emphatic Weightings. CoRR (2018)
Ehsan Imani, Eric Graves, Martha White
An Off-policy Policy Gradient Theorem Using Emphatic Weightings. NeurIPS (2018)
Ehsan Imani, Martha White
Improving Regression Performance with Distributional Losses. CoRR (2018)
Ehsan Imani, Martha White
Improving Regression Performance with Distributional Losses. ICML (2018)
Seyed Mahdi Roostaiyan, Ehsan Imani, Mahdieh Soleymani Baghshah
Multi-modal deep distance metric learning. Intell. Data Anal. 21 (6) (2017)