Zela, Arber

18 publications

NeurIPS 2025 DeltaProduct: Improving State-Tracking in Linear RNNs via Householder Products Julien Siems, Timur Carstensen, Arber Zela, Frank Hutter, Massimiliano Pontil, Riccardo Grazzi

ICLRW 2025 DeltaProduct: Improving State-Tracking in Linear RNNs via Householder Products Julien Siems, Timur Carstensen, Arber Zela, Frank Hutter, Massimiliano Pontil, Riccardo Grazzi

ICLR 2025 Multi-Objective Differentiable Neural Architecture Search Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Samuel Dooley, Josif Grabocka, Frank Hutter

AutoML 2025 Regularized Neural Ensemblers Sebastian Pineda Arango, Maciej Janowski, Lennart Purucker, Arber Zela, Frank Hutter, Josif Grabocka

ICLR 2025 Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues Riccardo Grazzi, Julien Siems, Arber Zela, Jörg K.H. Franke, Frank Hutter, Massimiliano Pontil

NeurIPSW 2024 Ensembling Finetuned Language Models for Text Classification Sebastian Pineda Arango, Maciej Janowski, Lennart Purucker, Arber Zela, Frank Hutter, Josif Grabocka

NeurIPSW 2024 GAMformer: Exploring In-Context Learning for Generalized Additive Models Andreas C Mueller, Julien Siems, Harsha Nori, David Salinas, Arber Zela, Rich Caruana, Frank Hutter

NeurIPS 2024 HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Aaron Klein, Lennart Purucker, Jörg K. H. Franke, Frank Hutter

ICMLW 2024 Multi-Objective Differentiable Neural Architecture Search Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler, Samuel Dooley, Josif Grabocka, Frank Hutter

NeurIPSW 2024 Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues Riccardo Grazzi, Julien Siems, Jörg K.H. Franke, Arber Zela, Frank Hutter, Massimiliano Pontil

NeurIPS 2022 JAHS-Bench-201: A Foundation for Research on Joint Architecture and Hyperparameter Search Archit Bansal, Danny Stoll, Maciej Janowski, Arber Zela, Frank Hutter

NeurIPS 2022 NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies Arjun Krishnakumar, Colin White, Arber Zela, Renbo Tu, Mahmoud Safari, Frank Hutter

ICLR 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

ICLR 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

NeurIPS 2021 How Powerful Are Performance Predictors in Neural Architecture Search? Colin White, Arber Zela, Robin Ru, Yang Liu, Frank Hutter

NeurIPS 2021 Neural Ensemble Search for Uncertainty Estimation and Dataset Shift Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris C Holmes, Frank Hutter, Yee W. Teh

ICLR 2020 NAS-Bench-1Shot1: Benchmarking and Dissecting One-Shot Neural Architecture Search Arber Zela, Julien Siems, Frank Hutter

ICLR 2020 Understanding and Robustifying Differentiable Architecture Search Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter