1 code implementation • 12 Feb 2024 • Cheng Feng, Long Huang, Denis Krompass
We present General Time Transformer (GTT), an encoder-only style foundation model for zero-shot multivariate time series forecasting.
no code implementations • 21 Aug 2023 • Haokun Chen, Yao Zhang, Denis Krompass, Jindong Gu, Volker Tresp
FedDAT is the first approach that enables an efficient distributed finetuning of foundation models for a variety of heterogeneous Vision-Language tasks.
no code implementations • 16 Aug 2023 • Haokun Chen, Denis Krompass, Jindong Gu, Volker Tresp
Similar to conventional ML pipelines, the client local optimization and server aggregation procedure in FL are sensitive to the hyperparameter (HP) selection.
no code implementations • 19 Nov 2022 • Yao Zhang, Haokun Chen, Ahmed Frikha, Yezi Yang, Denis Krompass, Gengyuan Zhang, Jindong Gu, Volker Tresp
Visual Question Answering (VQA) is a multi-discipline research task.
no code implementations • ICCV 2023 • Haokun Chen, Ahmed Frikha, Denis Krompass, Jindong Gu, Volker Tresp
Real-world applications usually involve a distribution shift across the datasets of the different clients, which hurts the generalization ability of the clients to unseen samples from their respective data distributions.
1 code implementation • ICML 2017 • Yinchong Yang, Denis Krompass, Volker Tresp
The Recurrent Neural Networks and their variants have shown promising performances in sequence modeling tasks such as Natural Language Processing.
no code implementations • 17 Nov 2013 • Volker Tresp, Sonja Zillner, Maria J. Costa, Yi Huang, Alexander Cavallaro, Peter A. Fasching, Andre Reis, Martin Sedlmayr, Thomas Ganslandt, Klemens Budde, Carl Hinrichs, Danilo Schmidt, Philipp Daumke, Daniel Sonntag, Thomas Wittenberg, Patricia G. Oppelt, Denis Krompass
We argue that a science of a Clinical Data Intelligence is sensible in the context of a Big Data analysis, i. e., with data from many patients and with complete patient information.