Xinjie Lan

According to our database, Xinjie Lan authored at least 12 papers between 2017 and 2021.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2021

A Probabilistic Representation of DNNs: Bridging Mutual Information and Generalization.

Xinjie Lan, Kenneth E. Barner

CoRR, 2021

Beyond the Bias Variance Trade-Off: A Mutual Information Trade-Off in Deep Learning.

Xinjie Lan, Bin Zhu, Charles Boncelet, Kenneth E. Barner

Proceedings of the 2021 IEEE 31st International Workshop on Machine Learning for Signal Processing (MLSP), 2021

An Information Theoretic Defense Algorithm against Adversarial Attacks on Deep Learning.

Xinjie Lan, Samet Bayram, Kenneth E. Barner

Proceedings of the AISS 2021: 3rd International Conference on Advanced Information Science and System, Sanya, China, November 26, 2021

2020

A Probabilistic Representation of Deep Learning for Improving The Information Theoretic Interpretability.

Xinjie Lan, Kenneth E. Barner

CoRR, 2020

PAC-Bayesian Generalization Bounds for MultiLayer Perceptrons.

Xinjie Lan, Xin Guo, Kenneth E. Barner

CoRR, 2020

Multi-rate Attention Based GRU Model for Engagement Prediction.

Bin Zhu, Xinjie Lan, Xin Guo, Kenneth E. Barner, Charles Boncelet

Proceedings of the ICMI '20: International Conference on Multimodal Interaction, 2020

2019

Explicitly Bayesian Regularizations in Deep Learning.

Xinjie Lan, Kenneth E. Barner

CoRR, 2019

A Probabilistic Representation of Deep Learning.

Xinjie Lan, Kenneth E. Barner

CoRR, 2019

A synthetic dataset for deep learning.

Xinjie Lan

CoRR, 2019

Regularization Learning for Image Recognition.

Xinjie Lan, Kenneth E. Barner

Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

2018

From MRFS to CNNS: A novel image restoration method.

Xinjie Lan, Kenneth E. Barner

Proceedings of the 52nd Annual Conference on Information Sciences and Systems, 2018

2017

Field of experts: Optimal structured Bayesian compressed sensing.

Xinjie Lan, Kenneth E. Barner

Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017