Melih Barsbey

According to our database, Melih Barsbey authored at least 10 papers between 2013 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

Implicit Compressibility of Overparametrized Neural Networks Trained with Heavy-Tailed SGD.

Yijun Wan, Melih Barsbey, Abdellatif Zaidi, Umut Simsekli

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

A Framework for Improving the Generalizability of Drug-Target Affinity Prediction Models.

Riza Özçelik, Alperen Bag, Berk Atil, Melih Barsbey, Arzucan Özgür, Elif Ozkirimli

J. Comput. Biol., November, 2023

A Computational Software for Training Robust Drug-Target Affinity Prediction Models: pydebiaseddta.

Melih Barsbey, Riza Özçelik, Alperen Bag, Berk Atil, Arzucan Özgür, Elif Ozkirimli

J. Comput. Biol., November, 2023

Evaluating AI systems under uncertain ground truth: a case study in dermatology.

David Stutz, Ali Taylan Cemgil, Abhijit Guha Roy, Tatiana Matejovicova, Melih Barsbey, Patricia Strachan, Mike Schaekermann, Jan Freyberg, Rajeev V. Rikhye, Beverly Freeman, Javier Perez Matos, Umesh Telang, Dale R. Webster, Yuan Liu, Gregory S. Corrado, Yossi Matias, Pushmeet Kohli, Yun Liu, Arnaud Doucet, Alan Karthikesalingam

CoRR, 2023

Modeling Hierarchical Seasonality Through Low-Rank Tensor Decompositions in Time Series Analysis.

Melih Barsbey, Ali Taylan Cemgil

IEEE Access, 2023

Algorithmic Stability of Heavy-Tailed Stochastic Gradient Descent on Least Squares.

Anant Raj, Melih Barsbey, Mert Gürbüzbalaban, Lingjiong Zhu, Umut Simsekli

Proceedings of the International Conference on Algorithmic Learning Theory, 2023

2021

Bayesian Allocation Model: Marginal Likelihood-Based Model Selection for Count Tensors.

Sinan Yildirim, M. Burak Kurutmaz, Melih Barsbey, Umut Simsekli, A. Taylan Cemgil

IEEE J. Sel. Top. Signal Process., 2021

Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks.

Melih Barsbey, Milad Sefidgaran, Murat A. Erdogdu, Gaël Richard, Umut Simsekli

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2019

Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya Urns.

Ali Taylan Cemgil, Mehmet Burak Kurutmaz, Sinan Yildirim, Melih Barsbey, Umut Simsekli

CoRR, 2019

2013

Linguistic differences in explanation requests and their effects on the evaluation of explanations: the case of English and Turkish.

Melih Barsbey, Tania Lombrozo

Proceedings of the 35th Annual Meeting of the Cognitive Science Society, 2013