NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search. - Arber Zela; Julien Siems; Frank Hutter (ICLR, 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)

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 (ICLR, 2022)

Monotone-Value Neural Networks: Exploiting Preference Monotonicity in Combinatorial Assignment. - Jakob Weissteiner; Jakob Heiss; Julien Siems; Sven Seuken (IJCAI, 2022)

Bayesian Optimization-Based Combinatorial Assignment. - Jakob Weissteiner; Jakob Heiss; Julien Siems; Sven Seuken (AAAI, 2023)

Curve Your Enthusiasm: Concurvity Regularization in Differentiable Generalized Additive Models. - Julien Siems; Konstantin Ditschuneit; Winfried Ripken; Alma Lindborg; Maximilian Schambach; Johannes S. Otterbach; Martin Genzel (NeurIPS, 2023)

Interpretable Reinforcement Learning via Neural Additive Models for Inventory Management. - Julien Siems; Maximilian Schambach; Sebastian Schulze; Johannes S. Otterbach (CoRR, 2023)

Is Mamba Capable of In-Context Learning? - Riccardo Grazzi; Julien Niklas Siems; Simon Schrodi; Thomas Brox; Frank Hutter (AutoML, 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)

Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models. - Sathya Kamesh Bhethanabhotla; Omar Swelam; Julien Siems; David Salinas; Frank Hutter (CoRR, 2024)

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

DeltaProduct: Increasing the Expressivity of DeltaNet Through Products of Householders. - Julien Siems; Timur Carstensen; Arber Zela; Frank Hutter; Massimiliano Pontil; Riccardo Grazzi (CoRR, 2025)