Difan Deng - RankMe

19 papers Journal 17Unranked 2

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Neural Attention Search Linear: Towards Adaptive Token-Level Hybrid Attention Models. CoRR Difan Deng, Andreas Bentzen Winje, Lukas Fehring, Marius Lindauer
2025	J	`jnl`	Neural Attention Search. CoRR Difan Deng, Marius Lindauer
2025	J	`jnl`	Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach. Trans. Mach. Learn. Res. Difan Deng, Marius Lindauer
2025	J	`jnl`	carps: A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks. CoRR Carolin Benjamins, Helena Graf, Sarah Segel, Difan Deng, Tim Ruhkopf, Leona Hennig, Soham Basu, Neeratyoy Mallik, Edward Bergman, Deyao Chen, François Clément, Matthias Feurer, Katharina Eggensperger, Frank Hutter, Carola Doerr, Marius Lindauer
2024	J	`jnl`	AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks. Trans. Mach. Learn. Res. Alexander Tornede, Difan Deng, Theresa Eimer, Joseph Giovanelli, Aditya Mohan, Tim Ruhkopf, Sarah Segel, Daphne Theodorakopoulos, Tanja Tornede, Henning Wachsmuth, Marius Lindauer
2024	J	`jnl`	Liebig's law of the minimum in the TGF-β/SMAD pathway. PLoS Comput. Biol. Yuchao Li, Difan Deng, Chris Tina Höfer, Jihye Kim, Won Do Heo, Quanbin Xu, Xuedong Liu, Zhike Zi
2024	J	`jnl`	Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach. CoRR Difan Deng, Marius Lindauer
2023	J	`jnl`	AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks. CoRR Alexander Tornede, Difan Deng, Theresa Eimer, Joseph Giovanelli, Aditya Mohan, Tim Ruhkopf, Sarah Segel, Daphne Theodorakopoulos, Tanja Tornede, Henning Wachsmuth, Marius Lindauer
2023	J	`jnl`	Hyperparameter optimization: Foundations, algorithms, best practices, and open challenges. WIREs Data. Mining. Knowl. Discov. Bernd Bischl, Martin Binder, Michel Lang, Tobias Pielok, Jakob Richter, Stefan Coors, Janek Thomas, Theresa Ullmann, Marc Becker, Anne-Laure Boulesteix, Difan Deng, Marius Lindauer
2023	J	`jnl`	MASIF: Meta-learned Algorithm Selection using Implicit Fidelity Information. Trans. Mach. Learn. Res. Tim Ruhkopf, Aditya Mohan, Difan Deng, Alexander Tornede, Frank Hutter, Marius Lindauer
2022	—	`conf`	Efficient Automated Deep Learning for Time Series Forecasting. ECML/PKDD (3) Difan Deng, Florian Karl, Frank Hutter, Bernd Bischl, Marius Lindauer
2022	J	`jnl`	Efficient Automated Deep Learning for Time Series Forecasting. CoRR Difan Deng, Florian Karl, Frank Hutter, Bernd Bischl, Marius Lindauer
2022	J	`jnl`	SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization. J. Mach. Learn. Res. Marius Lindauer, Katharina Eggensperger, Matthias Feurer, André Biedenkapp, Difan Deng, Carolin Benjamins, Tim Ruhkopf, René Sass, Frank Hutter
2022	—	`conf`	Searching in the Forest for Local Bayesian Optimization. Meta-Knowledge Transfer @ ECML/PKDD Difan Deng, Marius Lindauer
2021	J	`jnl`	Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization. CoRR Julia Guerrero-Viu, Sven Hauns, Sergio Izquierdo, Guilherme Miotto, Simon Schrodi, Andre Biedenkapp, Thomas Elsken, Difan Deng, Marius Lindauer, Frank Hutter
2021	J	`jnl`	Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges. CoRR Bernd Bischl, Martin Binder, Michel Lang, Tobias Pielok, Jakob Richter, Stefan Coors, Janek Thomas, Theresa Ullmann, Marc Becker, Anne-Laure Boulesteix, Difan Deng, Marius Lindauer
2021	J	`jnl`	SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization. CoRR Marius Lindauer, Katharina Eggensperger, Matthias Feurer, André Biedenkapp, Difan Deng, Carolin Benjamins, René Sass, Frank Hutter
2021	J	`jnl`	Searching in the Forest for Local Bayesian Optimization. CoRR Difan Deng, Marius Lindauer
2020	J	`jnl`	Squirrel: A Switching Hyperparameter Optimizer. CoRR Noor H. Awad, Gresa Shala, Difan Deng, Neeratyoy Mallik, Matthias Feurer, Katharina Eggensperger, André Biedenkapp, Diederick Vermetten, Hao Wang, Carola Doerr, Marius Lindauer, Frank Hutter