Arber Zela - RankMe

42 papers A* 12B 1Journal 28Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Can LLMs Beat Classical Hyperparameter Optimization Algorithms? A Study on autoresearch. CoRR Fabio Ferreira, Lucca Wobbe, Arjun Krishnakumar, Frank Hutter, Arber Zela
2026	J	`jnl`	Multi-Objective Hierarchical Optimization with Large Language Models. CoRR Andrej Schwanke, Lyubomir Ivanov, David Salinas, Frank Hutter, Arber Zela
2025	J	`jnl`	DeltaProduct: Increasing the Expressivity of DeltaNet Through Products of Householders. CoRR Julien Siems, Timur Carstensen, Arber Zela, Frank Hutter, Massimiliano Pontil, Riccardo Grazzi
2025	J	`jnl`	Improving LLM-based Global Optimization with Search Space Partitioning. CoRR Andrej Schwanke, Lyubomir Ivanov, David Salinas, Fabio Ferreira, Aaron Klein, Frank Hutter, Arber Zela
2025	A*	`conf`	Multi-objective Differentiable Neural Architecture Search. ICLR Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Samuel Dooley, Josif Grabocka, Frank Hutter
2025	—	`conf`	Regularized Neural Ensemblers. AutoML Sebastian Pineda Arango, Maciej Janowski, Lennart Purucker, Arber Zela, Frank Hutter, Josif Grabocka
2025	J	`jnl`	TempoPFN: Synthetic Pre-training of Linear RNNs for Zero-shot Time Series Forecasting. CoRR Vladyslav Moroshan, Julien Siems, Arber Zela, Timur Carstensen, Frank Hutter
2025	A*	`conf`	Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues. ICLR Riccardo Grazzi, Julien Siems, Arber Zela, Jörg K. H. Franke, Frank Hutter, Massimiliano Pontil
2024	J	`jnl`	Dynamic Post-Hoc Neural Ensemblers. CoRR Sebastian Pineda-Arango, Maciej Janowski, Lennart Purucker, Arber Zela, Frank Hutter, Josif Grabocka
2024	J	`jnl`	Ensembling Finetuned Language Models for Text Classification. CoRR Sebastian Pineda-Arango, Maciej Janowski, Lennart Purucker, Arber Zela, Frank Hutter, Josif Grabocka
2024	J	`jnl`	GAMformer: In-Context Learning for Generalized Additive Models. CoRR Andreas Mueller, Julien Siems, Harsha Nori, David Salinas, Arber Zela, Rich Caruana, Frank Hutter
2024	A*	`conf`	HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models. NeurIPS Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Aaron Klein, Lennart Purucker, Jörg K. H. Franke, Frank Hutter
2024	J	`jnl`	HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models. CoRR Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Jörg K. H. Franke, Frank Hutter
2024	J	`jnl`	Multi-objective Differentiable Neural Architecture Search. CoRR Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Samuel Dooley, Josif Grabocka, Frank Hutter
2024	J	`jnl`	Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues. CoRR Riccardo Grazzi, Julien Siems, Jörg K. H. Franke, Arber Zela, Frank Hutter, Massimiliano Pontil
2023	J	`jnl`	Neural Architecture Search for Dense Prediction Tasks in Computer Vision. Int. J. Comput. Vis. Rohit Mohan, Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter
2023	J	`jnl`	Neural Architecture Search: Insights from 1000 Papers. CoRR Colin White, Mahmoud Safari, Rhea Sanjay Sukthanker, Binxin Ru, Thomas Elsken, Arber Zela, Debadeepta Dey, Frank Hutter
2022	A*	`conf`	JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search. NeurIPS Archit Bansal, Danny Stoll, Maciej Janowski, Arber Zela, Frank Hutter
2022	A*	`conf`	NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies. NeurIPS Arjun Krishnakumar, Colin White, Arber Zela, Renbo Tu, Mahmoud Safari, Frank Hutter
2022	J	`jnl`	NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies. CoRR Arjun Krishnakumar, Colin White, Arber Zela, Renbo Tu, Mahmoud Safari, Frank Hutter
2022	A*	`conf`	NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy. ICLR Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
2022	J	`jnl`	NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy. CoRR Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
2022	J	`jnl`	Neural Architecture Search for Dense Prediction Tasks in Computer Vision. CoRR Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter
2022	A*	`conf`	Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks. ICLR Arber Zela, Julien Niklas Siems, Lucas Zimmer, Jovita Lukasik, Margret Keuper, Frank Hutter
2022	J	`jnl`	Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019. CoRR 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
2021	J	`jnl`	Bag of Tricks for Neural Architecture Search. CoRR Thomas Elsken, Benedikt Staffler, Arber Zela, Jan Hendrik Metzen, Frank Hutter
2021	A*	`conf`	How Powerful are Performance Predictors in Neural Architecture Search? NeurIPS Colin White, Arber Zela, Robin Ru, Yang Liu, Frank Hutter
2021	J	`jnl`	How Powerful are Performance Predictors in Neural Architecture Search? CoRR Colin White, Arber Zela, Binxin Ru, Yang Liu, Frank Hutter
2021	J	`jnl`	Multi-headed Neural Ensemble Search. CoRR Ashwin Raaghav Narayanan, Arber Zela, Tonmoy Saikia, Thomas Brox, Frank Hutter
2021	A*	`conf`	Neural Ensemble Search for Uncertainty Estimation and Dataset Shift. NeurIPS Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris C. Holmes, Frank Hutter, Yee Whye Teh
2021	B	`conf`	Smooth Variational Graph Embeddings for Efficient Neural Architecture Search. IJCNN Jovita Lukasik, David Friede, Arber Zela, Frank Hutter, Margret Keuper
2021	J	`jnl`	Winning Solutions and Post-Challenge Analyses of the ChaLearn AutoDL Challenge 2019. IEEE Trans. Pattern Anal. Mach. Intell. 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
2020	A*	`conf`	NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search. ICLR Arber Zela, Julien Siems, Frank Hutter
2020	J	`jnl`	NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search. CoRR Arber Zela, Julien Siems, Frank Hutter
2020	J	`jnl`	NAS-Bench-301 and the Case for Surrogate Benchmarks for Neural Architecture Search. CoRR Julien Siems, Lucas Zimmer, Arber Zela, Jovita Lukasik, Margret Keuper, Frank Hutter
2020	J	`jnl`	Neural Ensemble Search for Performant and Calibrated Predictions. CoRR Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris C. Holmes, Frank Hutter, Yee Whye Teh
2020	J	`jnl`	Smooth Variational Graph Embeddings for Efficient Neural Architecture Search. CoRR Jovita Lukasik, David Friede, Arber Zela, Heiner Stuckenschmidt, Frank Hutter, Margret Keuper
2020	A*	`conf`	Understanding and Robustifying Differentiable Architecture Search. ICLR Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter
2019	A*	`conf`	AutoDispNet: Improving Disparity Estimation With AutoML. ICCV Tonmoy Saikia, Yassine Marrakchi, Arber Zela, Frank Hutter, Thomas Brox
2019	J	`jnl`	AutoDispNet: Improving Disparity Estimation with AutoML. CoRR Tonmoy Saikia, Yassine Marrakchi, Arber Zela, Frank Hutter, Thomas Brox
2019	J	`jnl`	Understanding and Robustifying Differentiable Architecture Search. CoRR Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter
2018	J	`jnl`	Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search. CoRR Arber Zela, Aaron Klein, Stefan Falkner, Frank Hutter