Gholamali Aminian

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 37

Top Topics

Generalization Error

Signal Dependent Noise

Kullback Leibler

Top Venues

IEEE Trans. Mol. Biol. Multi Scale Commun.

Publications

Gholamali Aminian, Yixuan He, Gesine Reinert, Lukasz Szpruch, Samuel N. Cohen
Generalization Error of Graph Neural Networks in the Mean-field Regime. CoRR (2024)
Zhaoyan Lyu, Gholamali Aminian, Miguel R. D. Rodrigues
Synthetic Labeling: A Novel Approach to Advancing Few-Shot Learning. Tiny Papers @ ICLR (2024)
Gholamali Aminian, Amirhossein Bagheri, Radmehr Karimian, Mahyar JafariNodeh, Mohammad Hossein Yassaee
Semi-supervised Learning under Self-training via $f$-Divergence. Tiny Papers @ ICLR (2024)
Mohammad Taha Teimuri Jervakani, Zahra Dehghanian, Gholamali Aminian, Hamid R. Rabiee
KLCE: Regularized Imbalance Node-classification Via KL-divergence and Cross-Entropy. Tiny Papers @ ICLR (2024)
Gholamali Aminian, Amirhossien Bagheri, Mahyar JafariNodeh, Radmehr Karimian, Mohammad Hossein Yassaee
Robust Semi-supervised Learning via f-Divergence and α-Rényi Divergence. CoRR (2024)
Gholamali Aminian, Mohammad Saeed Masiha, Laura Toni, Miguel R. D. Rodrigues
Learning Algorithm Generalization Error Bounds via Auxiliary Distributions. IEEE J. Sel. Areas Inf. Theory 5 (2024)
Haobo Chen, Gholamali Aminian, Yuheng Bu
An Algorithm for Computing the Capacity of Symmetrized KL Information for Discrete Channels. CoRR (2024)
Gholamali Aminian, Yuheng Bu, Laura Toni, Miguel R. D. Rodrigues, Gregory W. Wornell
Information-Theoretic Characterizations of Generalization Error for the Gibbs Algorithm. IEEE Trans. Inf. Theory 70 (1) (2024)
Yuheng Bu, Harsha Vardhan Tetali, Gholamali Aminian, Miguel R. D. Rodrigues, Gregory W. Wornell
On the Generalization Error of Meta Learning for the Gibbs Algorithm. CoRR (2023)
Haiyun He, Gholamali Aminian, Yuheng Bu, Miguel R. D. Rodrigues, Vincent Y. F. Tan
How Does Pseudo-Labeling Affect the Generalization Error of the Semi-Supervised Gibbs Algorithm? AISTATS (2023)
Gholamali Aminian, Samuel N. Cohen, Lukasz Szpruch
Mean-field Analysis of Generalization Errors. CoRR (2023)
Yuheng Bu, Harsha Vardhan Tetali, Gholamali Aminian, Miguel R. D. Rodrigues, Gregory W. Wornell
On the Generalization Error of Meta Learning for the Gibbs Algorithm. ISIT (2023)
Zhaoyan Lyu, Gholamali Aminian, Miguel R. D. Rodrigues
On Neural Networks Fitting, Compression, and Generalization Behavior via Information-Bottleneck-like Approaches. Entropy 25 (7) (2023)
Gholamali Aminian, Mahed Abroshan, Mohammad Mahdi Khalili, Laura Toni, Miguel R. D. Rodrigues
An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift. AISTATS (2022)
Yuheng Bu, Gholamali Aminian, Laura Toni, Gregory W. Wornell, Miguel R. D. Rodrigues
Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm. AISTATS (2022)
Gholamali Aminian, Yuheng Bu, Laura Toni, Miguel R. D. Rodrigues, Gregory W. Wornell
Information-theoretic Characterizations of Generalization Error for the Gibbs Algorithm. CoRR (2022)
Gholamali Aminian, Yuheng Bu, Gregory W. Wornell, Miguel R. D. Rodrigues
Tighter Expected Generalization Error Bounds via Convexity of Information Measures. ISIT (2022)
Gholamali Aminian, Mahed Abroshan, Mohammad Mahdi Khalili, Laura Toni, Miguel R. D. Rodrigues
An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift. CoRR (2022)
Gholamali Aminian, Roberto Vega, Omar Rivasplata, Laura Toni, Miguel R. D. Rodrigues
Semi-Counterfactual Risk Minimization Via Neural Networks. CoRR (2022)
Gholamali Aminian, Yuheng Bu, Gregory W. Wornell, Miguel R. D. Rodrigues
Tighter Expected Generalization Error Bounds via Convexity of Information Measures. CoRR (2022)
Gholamali Aminian, Saeed Masiha, Laura Toni, Miguel R. D. Rodrigues
Learning Algorithm Generalization Error Bounds via Auxiliary Distributions. CoRR (2022)
Haiyun He, Gholamali Aminian, Yuheng Bu, Miguel R. D. Rodrigues, Vincent Y. F. Tan
How Does Pseudo-Labeling Affect the Generalization Error of the Semi-Supervised Gibbs Algorithm? CoRR (2022)
Gholamali Aminian, Laura Toni, Miguel R. D. Rodrigues
Information-Theoretic Bounds on the Moments of the Generalization Error of Learning Algorithms. CoRR (2021)
Yuheng Bu, Gholamali Aminian, Laura Toni, Miguel R. D. Rodrigues, Gregory W. Wornell
Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm. CoRR (2021)
Gholamali Aminian, Yuheng Bu, Laura Toni, Miguel R. D. Rodrigues, Gregory W. Wornell
An Exact Characterization of the Generalization Error for the Gibbs Algorithm. NeurIPS (2021)
Gholamali Aminian, Yuheng Bu, Laura Toni, Miguel R. D. Rodrigues, Gregory W. Wornell
Characterizing the Generalization Error of Gibbs Algorithm with Symmetrized KL information. CoRR (2021)
Zhaoyan Lyu, Gholamali Aminian, Miguel R. D. Rodrigues
Toward Minimal-Sufficiency in Regression Tasks: An Approach Based on a Variational Estimation Bottleneck. MLSP (2021)
Gholamali Aminian, Laura Toni, Miguel R. D. Rodrigues
Information-Theoretic Bounds on the Moments of the Generalization Error of Learning Algorithms. ISIT (2021)
Gholamali Aminian, Laura Toni, Miguel R. D. Rodrigues
Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms. CoRR (2020)
Gholamali Aminian, Laura Toni, Miguel R. D. Rodrigues
Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms. ITW (2020)
Maryam Farahnak-Ghazani, Gholamali Aminian, Mahtab Mirmohseni, Amin Gohari, Masoumeh Nasiri-Kenari
On Medium Chemical Reaction in Diffusion-Based Molecular Communication: A Two-Way Relaying Example. IEEE Trans. Commun. 67 (2) (2019)
Hamid Ghourchian, Gholamali Aminian, Amin Gohari, Mahtab Mirmohseni, Masoumeh Nasiri-Kenari
On the Capacity of a Class of Signal-Dependent Noise Channels. IEEE Trans. Inf. Theory 64 (12) (2018)
Hamid G. Bafghi, Amin Gohari, Mahtab Mirmohseni, Gholamali Aminian, Masoumeh Nasiri-Kenari
Diffusion-Based Molecular Communication With Limited Molecule Production Rate. IEEE Trans. Mol. Biol. Multi Scale Commun. 4 (2) (2018)
Hamid Ghourchian, Gholamali Aminian, Amin Gohari, Mahtab Mirmohseni, Masoumeh Nasiri-Kenari
On the Capacity of Signal Dependent Noise Channels. CoRR (2017)
Gholamali Aminian, Hamid Ghourchian, Amin Gohari, Mahtab Mirmohseni, Masoumeh Nasiri-Kenari
On the capacity of signal dependent noise channels. IWCIT (2017)
Maryam Farahnak-Ghazani, Gholamali Aminian, Mahtab Mirmohseni, Amin Gohari, Masoumeh Nasiri-Kenari
Physical layer network coding in molecular two-way relay networks. IWCIT (2016)
Maryam Farahnak-Ghazani, Gholamali Aminian, Mahtab Mirmohseni, Amin Gohari, Masoumeh Nasiri-Kenari
Physical Layer Network Coding in Molecular Two-Way Relay Networks. CoRR (2016)
Gholamali Aminian, Mahtab Mirmohseni, Masoumeh Nasiri-Kenari, Faramarz Fekri
On the Capacity of Level and Type Modulation in Molecular Communication with Ligand Receptors. CoRR (2015)
Gholamali Aminian, Maryam Farahnak-Ghazani, Mahtab Mirmohseni, Masoumeh Nasiri-Kenari, Faramarz Fekri
On the Capacity of Point-to-Point and Multiple-Access Molecular Communications with Ligand-Receptors. CoRR (2015)
Gholamali Aminian, Hamidreza Arjmandi, Amin Gohari, Masoumeh Nasiri-Kenari, Urbashi Mitra
Capacity of LTI-Poisson channel for diffusion based molecular communication. ICC (2015)
Gholamali Aminian, Hamidreza Arjmandi, Amin Gohari, Masoumeh Nasiri-Kenari, Urbashi Mitra
Capacity of Diffusion-Based Molecular Communication Networks Over LTI-Poisson Channels. IEEE Trans. Mol. Biol. Multi Scale Commun. 1 (2) (2015)
Gholamali Aminian, Maryam Farahnak-Ghazani, Mahtab Mirmohseni, Masoumeh Nasiri-Kenari, Faramarz Fekri
On the Capacity of Point-to-Point and Multiple-Access Molecular Communications With Ligand-Receptors. IEEE Trans. Mol. Biol. Multi Scale Commun. 1 (4) (2015)
Gholamali Aminian, Mahtab Mirmohseni, Masoumeh Nasiri-Kenari, Faramarz Fekri
On the capacity of level and type modulations in Molecular communication with ligand receptors. ISIT (2015)
Hamidreza Arjmandi, Gholamali Aminian, Amin Gohari, Masoumeh Nasiri-Kenari, Urbashi Mitra
Capacity of Diffusion based Molecular Communication Networks over LTI-Poisson Channels. CoRR (2014)