Woisetschläger, Herbert

5 publications

ICLR 2026 GneissWeb: Preparing High Quality Data for LLMs at Scale Hajar Emami Gohari, Swanand Ravindra Kadhe, Yousaf Shah, Constantin M Adam, Abdulhamid Adebayo, Praneet Adusumilli, Farhan Ahmed, Nathalie Baracaldo, Santosh Subhashrao Borse, Yuan-Chi Chang, Xuan-Hong Dang, Nirmit Desai, Revital Eres, Ran Iwamoto, Alexei A. Karve, Yan Koyfman, Wei-Han Lee, Changchang Liu, Boris Lublinsky, Takuya Ohko, Pablo Pesce, Maroun Touma, Shiqiang Wang, Shalisha Witherspooon, Herbert Woisetschläger, David Wood, Kun-Lung Wu, Issei Yoshida, Syed Zawad, Petros Zerfos, Yi Zhou, Bishwaranjan Bhattacharjee

ICLR 2025 Dynamic Loss-Based Sample Reweighting for Improved Large Language Model Pretraining Daouda Sow, Herbert Woisetschläger, Saikiran Bulusu, Shiqiang Wang, Hans Arno Jacobsen, Yingbin Liang

NeurIPS 2025 MESS+: Dynamically Learned Inference-Time LLM Routing in Model Zoos with Service Level Guarantees Herbert Woisetschläger, Ryan Zhang, Shiqiang Wang, Hans Arno Jacobsen

IJCAI 2024 A Survey on Efficient Federated Learning Methods for Foundation Model Training Herbert Woisetschläger, Alexander Erben, Shiqiang Wang, Ruben Mayer, Hans-Arno Jacobsen

NeurIPSW 2024 MESS+: Energy-Optimal Inferencing in Language Model Zoos with Service Level Guarantees Ryan Zhang, Herbert Woisetschläger, Shiqiang Wang, Hans Arno Jacobsen