Arber Zela

According to our database, Arber Zela authored at least 26 papers between 2018 and 2024.

Collaborative distances:

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

2024

Ensembling Finetuned Language Models for Text Classification.

Sebastian Pineda-Arango, Maciej Janowski, Lennart Purucker, Arber Zela, Frank Hutter, Josif Grabocka

CoRR, 2024

GAMformer: In-Context Learning for Generalized Additive Models.

Andreas Mueller, Julien Siems, Harsha Nori, David Salinas, Arber Zela, Rich Caruana, Frank Hutter

CoRR, 2024

Dynamic Post-Hoc Neural Ensemblers.

Sebastian Pineda-Arango, Maciej Janowski, Lennart Purucker, Arber Zela, Frank Hutter, Josif Grabocka

CoRR, 2024

HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models.

Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Jörg K. H. Franke, Frank Hutter

CoRR, 2024

Multi-objective Differentiable Neural Architecture Search.

Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Samuel Dooley, Josif Grabocka, Frank Hutter

CoRR, 2024

2023

Neural Architecture Search for Dense Prediction Tasks in Computer Vision.

Rohit Mohan, Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter

Int. J. Comput. Vis., July, 2023

Neural Architecture Search: Insights from 1000 Papers.

Colin White, Mahmoud Safari, Rhea Sukthanker, Binxin Ru, Thomas Elsken, Arber Zela, Debadeepta Dey, Frank Hutter

CoRR, 2023

2022

Neural Architecture Search for Dense Prediction Tasks in Computer Vision.

Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter

CoRR, 2022

NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies.

Arjun Krishnakumar, Colin White, Arber Zela, Renbo Tu, Mahmoud Safari, Frank Hutter

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search.

Archit Bansal, Danny Stoll, Maciej Janowski, Arber Zela, Frank Hutter

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks.

Arber Zela, Julien Niklas Siems, Lucas Zimmer, Jovita Lukasik, Margret Keuper, Frank Hutter

Proceedings of the Tenth International Conference on Learning Representations, 2022

NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy.

Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter

Proceedings of the Tenth International Conference on Learning Representations, 2022

2021

Winning Solutions and Post-Challenge Analyses of the ChaLearn AutoDL Challenge 2019.

Zhengying Liu, Adrien Pavao, Zhen Xu, Sergio Escalera, Fabio Ferreira, Isabelle Guyon, Sirui Hong, Frank Hutter, Rongrong Ji, Júlio C. S. Jacques Júnior, Ge Li, Marius Lindauer, Zhipeng Luo, Meysam Madadi, Thomas Nierhoff, Kangning Niu, Chunguang Pan, Danny Stoll, Sébastien Treguer, Jin Wang, Peng Wang, Chenglin Wu, Youcheng Xiong, Arber Zela, Yang Zhang

IEEE Trans. Pattern Anal. Mach. Intell., 2021

Multi-headed Neural Ensemble Search.

Ashwin Raaghav Narayanan, Arber Zela, Tonmoy Saikia, Thomas Brox, Frank Hutter

CoRR, 2021

Bag of Tricks for Neural Architecture Search.

Thomas Elsken, Benedikt Staffler, Arber Zela, Jan Hendrik Metzen, Frank Hutter

CoRR, 2021

How Powerful are Performance Predictors in Neural Architecture Search?

Colin White, Arber Zela, Binxin Ru, Yang Liu, Frank Hutter

CoRR, 2021

Neural Ensemble Search for Uncertainty Estimation and Dataset Shift.

Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris C. Holmes, Frank Hutter, Yee Whye Teh

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

How Powerful are Performance Predictors in Neural Architecture Search?

Colin White, Arber Zela, Robin Ru, Yang Liu, Frank Hutter

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

Smooth Variational Graph Embeddings for Efficient Neural Architecture Search.

Jovita Lukasik, David Friede, Arber Zela, Frank Hutter, Margret Keuper

Proceedings of the International Joint Conference on Neural Networks, 2021

2020

Smooth Variational Graph Embeddings for Efficient Neural Architecture Search.

Jovita Lukasik, David Friede, Arber Zela, Heiner Stuckenschmidt, Frank Hutter, Margret Keuper

CoRR, 2020

NAS-Bench-301 and the Case for Surrogate Benchmarks for Neural Architecture Search.

Julien Siems, Lucas Zimmer, Arber Zela, Jovita Lukasik, Margret Keuper, Frank Hutter

CoRR, 2020

Neural Ensemble Search for Performant and Calibrated Predictions.

Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris C. Holmes, Frank Hutter, Yee Whye Teh

CoRR, 2020

NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search.

Arber Zela, Julien Siems, Frank Hutter

Proceedings of the 8th International Conference on Learning Representations, 2020

Understanding and Robustifying Differentiable Architecture Search.

Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter

Proceedings of the 8th International Conference on Learning Representations, 2020

2019

AutoDispNet: Improving Disparity Estimation With AutoML.

Tonmoy Saikia, Yassine Marrakchi, Arber Zela, Frank Hutter, Thomas Brox

Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019

2018

Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search.

Arber Zela, Aaron Klein, Stefan Falkner, Frank Hutter

CoRR, 2018