Ömer Faruk Akgül

According to our database, Ömer Faruk Akgül authored at least 10 papers between 2020 and 2026.

Collaborative distances:

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

2026

Rethinking RL for LLM Reasoning: It's Sparse Policy Selection, Not Capability Learning.

Ömer Faruk Akgül, Rajgopal Kannan, Willie Neiswanger, Viktor K. Prasanna

CoRR, May, 2026

SPARC-RAG: Adaptive Sequential-Parallel Scaling with Context Management for Retrieval-Augmented Generation.

Yuxin Yang, Gangda Deng, Ömer Faruk Akgül, Nima Chitsazan, Yash Govilkar, Akasha Tigalappanavara, Shi-Xiong Zhang, Sambit Sahu, Viktor Prasanna

CoRR, February, 2026

RECIPE-TKG: From Sparse History to Structured Reasoning for LLM-based Temporal Knowledge Graph Completion.

Ömer Faruk Akgül, Feiyu Zhu, Yuxin Yang, Rajgopal Kannan, Viktor K. Prasanna

Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics, 2026

2025

LYNX: Learning Dynamic Exits for Confidence-Controlled Reasoning.

Ömer Faruk Akgül, Yusuf Hakan Kalayci, Rajgopal Kannan, Willie Neiswanger, Viktor K. Prasanna

CoRR, December, 2025

Training Diverse Graph Experts for Ensembles: A Systematic Empirical Study.

Gangda Deng, Yuxin Yang, Ömer Faruk Akgül, Hanqing Zeng, Yinglong Xia, Rajgopal Kannan, Viktor K. Prasanna

CoRR, October, 2025

Resa: Transparent Reasoning Models via SAEs.

Shangshang Wang, Julian Asilis, Ömer Faruk Akgül, Enes Burak Bilgin, Ollie Liu, Deqing Fu, Willie Neiswanger

CoRR, June, 2025

Tina: Tiny Reasoning Models via LoRA.

Shangshang Wang, Julian Asilis, Ömer Faruk Akgül, Enes Burak Bilgin, Ollie Liu, Willie Neiswanger

CoRR, April, 2025

Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information.

Ömer Faruk Akgül, Rajgopal Kannan, Viktor K. Prasanna

Proceedings of the Conference on Uncertainty in Artificial Intelligence, 2025

2023

An Efficient Distributed Graph Engine for Deep Learning on Graphs.

Gangda Deng, Ömer Faruk Akgül, Hongkuan Zhou, Hanqing Zeng, Yinglong Xia, Jianbo Li, Viktor K. Prasanna

Proceedings of the SC '23 Workshops of The International Conference on High Performance Computing, 2023

2020

Misleading Repurposing on Twitter.

Tugrulcan Elmas, Rebekah Overdorf, Ömer Faruk Akgül, Karl Aberer

CoRR, 2020