Muhammed Fatih Balin

15 papers A* 3B 1Journal 9Unranked 2
YearRankTypeTitle / Venue / Authors
2025 A* conf
A Scalable and Effective Alternative to Graph Transformers.
AAAI
Kaan Sancak, Zhigang Hua, Jin Fang, Yan Xie, Andrey Malevich, Bo Long, Muhammed Fatih Balin, Ümit V. Çatalyürek
2025 J jnl
BLISS: Bandit Layer Importance Sampling Strategy for Efficient Training of Graph Neural Networks.
CoRR
Omar Alsaqa, Linh Thi Hoang, Muhammed Fatih Balin
2025 J jnl
Cooperative Minibatching in Graph Neural Networks.
Trans. Mach. Learn. Res.
Muhammed Fatih Balin, Dominique LaSalle, Ümit V. Çatalyürek
2024 J jnl
A Scalable and Effective Alternative to Graph Transformers.
CoRR
Kaan Sancak, Zhigang Hua, Jin Fang, Yan Xie, Andrey Malevich, Bo Long, Muhammed Fatih Balin, Ümit V. Çatalyürek
2024 — conf
Do We Really Need Complicated Graph Learning Models? - A Simple but Effective Baseline.
LoG
Kaan Sancak, Muhammed Fatih Balin, Ümit V. Çatalyürek
2023 J jnl
Cooperative Minibatching in Graph Neural Networks.
CoRR
Muhammed Fatih Balin, Dominique LaSalle, Ümit V. Çatalyürek
2023 A* conf
Layer-Neighbor Sampling - Defusing Neighborhood Explosion in GNNs.
NeurIPS
Muhammed Fatih Balin, Ümit V. Çatalyürek
2023 J jnl
SGORP: A Subgradient-based Method for d-Dimensional Rectilinear Partitioning.
CoRR
Muhammed Fatih Balin, Xiaojing An, Abdurrahman Yasar, Ümit V. Çatalyürek
2022 J jnl
(LA)yer-neigh(BOR) Sampling: Defusing Neighborhood Explosion in GNNs.
CoRR
Muhammed Fatih Balin, Ümit V. Çatalyürek
2022 B conf
MG-GCN: A Scalable multi-GPU GCN Training Framework.
ICPP
Muhammed Fatih Balin, Kaan Sancak, Ümit V. Çatalyürek
2022 J jnl
On Symmetric Rectilinear Partitioning.
ACM J. Exp. Algorithmics
Abdurrahman Yasar, Muhammed Fatih Balin, Xiaojing An, Kaan Sancak, Ümit V. Çatalyürek
2021 J jnl
MG-GCN: Scalable Multi-GPU GCN Training Framework.
CoRR
Muhammed Fatih Balin, Kaan Sancak, Ümit V. Çatalyürek
2020 — conf
A scalable graph generation algorithm to sample over a given shell distribution.
IPDPS Workshops
M. Yusuf Özkaya, Muhammed Fatih Balin, Ali Pinar, Ümit V. Çatalyürek
2020 J jnl
On Symmetric Rectilinear Matrix Partitioning.
CoRR
Abdurrahman Yasar, Muhammed Fatih Balin, Xiaojing An, Kaan Sancak, Ümit V. Çatalyürek
2019 A* conf
Concrete Autoencoders: Differentiable Feature Selection and Reconstruction.
ICML
Muhammed Fatih Balin, Abubakar Abid, James Y. Zou