Muhammad Fatih Balin

According to our database, Muhammad Fatih Balin authored at least 11 papers between 2019 and 2025.

Collaborative distances:

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

2025

Cooperative Minibatching in Graph Neural Networks.

Muhammed Fatih Balin, Dominique LaSalle, Ümit V. Çatalyürek

Trans. Mach. Learn. Res., 2025

A Scalable and Effective Alternative to Graph Transformers.

Kaan Sancak, Zhigang Hua, Jin Fang, Yan Xie, Andrey Malevich, Bo Long, Muhammed Fatih Balin, Ümit V. Çatalyürek

Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

2024

Do We Really Need Complicated Graph Learning Models? - A Simple but Effective Baseline.

Kaan Sancak, Muhammed Fatih Balin, Ümit V. Çatalyürek

Proceedings of the Learning on Graphs Conference, 26-29 November 2024, Virtual., 2024

2023

SGORP: A Subgradient-based Method for d-Dimensional Rectilinear Partitioning.

Muhammed Fatih Balin, Xiaojing An, Abdurrahman Yasar, Ümit V. Çatalyürek

CoRR, 2023

Layer-Neighbor Sampling - Defusing Neighborhood Explosion in GNNs.

Muhammed Fatih Balin, Ümit V. Çatalyürek

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

On Symmetric Rectilinear Partitioning.

Abdurrahman Yasar, Muhammed Fatih Balin, Xiaojing An, Kaan Sancak, Ümit V. Çatalyürek

ACM J. Exp. Algorithmics, 2022

(LA)yer-neigh(BOR) Sampling: Defusing Neighborhood Explosion in GNNs.

Muhammed Fatih Balin, Ümit V. Çatalyürek

CoRR, 2022

MG-GCN: A Scalable multi-GPU GCN Training Framework.

Muhammed Fatih Balin, Kaan Sancak, Ümit V. Çatalyürek

Proceedings of the 51st International Conference on Parallel Processing, 2022

2020

On Symmetric Rectilinear Matrix Partitioning.

Abdurrahman Yasar, Muhammed Fatih Balin, Xiaojing An, Kaan Sancak, Ümit V. Çatalyürek

CoRR, 2020

A scalable graph generation algorithm to sample over a given shell distribution.

M. Yusuf Özkaya, Muhammed Fatih Balin, Ali Pinar, Ümit V. Çatalyürek

Proceedings of the 2020 IEEE International Parallel and Distributed Processing Symposium Workshops, 2020

2019

Concrete Autoencoders: Differentiable Feature Selection and Reconstruction.

Muhammed Fatih Balin, Abubakar Abid, James Y. Zou

Proceedings of the 36th International Conference on Machine Learning, 2019