Arber Zela

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 29

Top Topics

Neural Architecture

Top Venues

Int. J. Comput. Vis.

Publications

Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Samuel Dooley, Josif Grabocka, Frank Hutter
Multi-objective Differentiable Neural Architecture Search. CoRR (2024)
Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Jörg K. H. Franke, Frank Hutter
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models. CoRR (2024)
Colin White, Mahmoud Safari, Rhea Sukthanker, Binxin Ru, Thomas Elsken, Arber Zela, Debadeepta Dey, Frank Hutter
Neural Architecture Search: Insights from 1000 Papers. CoRR (2023)
Rohit Mohan, Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter
Neural Architecture Search for Dense Prediction Tasks in Computer Vision. Int. J. Comput. Vis. 131 (7) (2023)
Arjun Krishnakumar, Colin White, Arber Zela, Renbo Tu, Mahmoud Safari, Frank Hutter
NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies. NeurIPS (2022)
Archit Bansal, Danny Stoll, Maciej Janowski, Arber Zela, Frank Hutter
JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search. NeurIPS (2022)
Arber Zela, Julien Niklas Siems, Lucas Zimmer, Jovita Lukasik, Margret Keuper, Frank Hutter
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks. ICLR (2022)
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
Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019. CoRR (2022)
Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy. CoRR (2022)
Arjun Krishnakumar, Colin White, Arber Zela, Renbo Tu, Mahmoud Safari, Frank Hutter
NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies. CoRR (2022)
Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter
Neural Architecture Search for Dense Prediction Tasks in Computer Vision. CoRR (2022)
Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy. ICLR (2022)
Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris C. Holmes, Frank Hutter, Yee Whye Teh
Neural Ensemble Search for Uncertainty Estimation and Dataset Shift. NeurIPS (2021)
Colin White, Arber Zela, Robin Ru, Yang Liu, Frank Hutter
How Powerful are Performance Predictors in Neural Architecture Search? NeurIPS (2021)
Colin White, Arber Zela, Binxin Ru, Yang Liu, Frank Hutter
How Powerful are Performance Predictors in Neural Architecture Search? CoRR (2021)
Ashwin Raaghav Narayanan, Arber Zela, Tonmoy Saikia, Thomas Brox, Frank Hutter
Multi-headed Neural Ensemble Search. CoRR (2021)
Thomas Elsken, Benedikt Staffler, Arber Zela, Jan Hendrik Metzen, Frank Hutter
Bag of Tricks for Neural Architecture Search. CoRR (2021)
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
Winning Solutions and Post-Challenge Analyses of the ChaLearn AutoDL Challenge 2019. IEEE Trans. Pattern Anal. Mach. Intell. 43 (9) (2021)
Jovita Lukasik, David Friede, Arber Zela, Frank Hutter, Margret Keuper
Smooth Variational Graph Embeddings for Efficient Neural Architecture Search. IJCNN (2021)
Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter
Understanding and Robustifying Differentiable Architecture Search. ICLR (2020)
Arber Zela, Julien Siems, Frank Hutter
NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search. CoRR (2020)
Arber Zela, Julien Siems, Frank Hutter
NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search. ICLR (2020)
Julien Siems, Lucas Zimmer, Arber Zela, Jovita Lukasik, Margret Keuper, Frank Hutter
NAS-Bench-301 and the Case for Surrogate Benchmarks for Neural Architecture Search. CoRR (2020)
Jovita Lukasik, David Friede, Arber Zela, Heiner Stuckenschmidt, Frank Hutter, Margret Keuper
Smooth Variational Graph Embeddings for Efficient Neural Architecture Search. CoRR (2020)
Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris C. Holmes, Frank Hutter, Yee Whye Teh
Neural Ensemble Search for Performant and Calibrated Predictions. CoRR (2020)
Tonmoy Saikia, Yassine Marrakchi, Arber Zela, Frank Hutter, Thomas Brox
AutoDispNet: Improving Disparity Estimation with AutoML. CoRR (2019)
Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter
Understanding and Robustifying Differentiable Architecture Search. CoRR (2019)
Tonmoy Saikia, Yassine Marrakchi, Arber Zela, Frank Hutter, Thomas Brox
AutoDispNet: Improving Disparity Estimation With AutoML. ICCV (2019)
Arber Zela, Aaron Klein, Stefan Falkner, Frank Hutter
Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search. CoRR (2018)