Search Results for author: Thomas Adler

Found 8 papers, 6 papers with code

Linear Alignment of Vision-language Models for Image Captioning

1 code implementation10 Jul 2023 Fabian Paischer, Markus Hofmarcher, Sepp Hochreiter, Thomas Adler

We propose a more efficient training protocol that fits a linear mapping between image and text embeddings of CLIP via a closed-form solution.

Image Captioning Language Modelling

Semantic HELM: A Human-Readable Memory for Reinforcement Learning

1 code implementation NeurIPS 2023 Fabian Paischer, Thomas Adler, Markus Hofmarcher, Sepp Hochreiter

Then we feed these tokens to a pretrained language model that serves the agent as memory and provides it with a coherent and human-readable representation of the past.

Dota 2 Language Modelling +3

Few-Shot Learning by Dimensionality Reduction in Gradient Space

1 code implementation7 Jun 2022 Martin Gauch, Maximilian Beck, Thomas Adler, Dmytro Kotsur, Stefan Fiel, Hamid Eghbal-zadeh, Johannes Brandstetter, Johannes Kofler, Markus Holzleitner, Werner Zellinger, Daniel Klotz, Sepp Hochreiter, Sebastian Lehner

We introduce SubGD, a novel few-shot learning method which is based on the recent finding that stochastic gradient descent updates tend to live in a low-dimensional parameter subspace.

Dimensionality Reduction Few-Shot Learning

Cross-Domain Few-Shot Learning by Representation Fusion

2 code implementations13 Oct 2020 Thomas Adler, Johannes Brandstetter, Michael Widrich, Andreas Mayr, David Kreil, Michael Kopp, Günter Klambauer, Sepp Hochreiter

On the few-shot datasets miniImagenet and tieredImagenet with small domain shifts, CHEF is competitive with state-of-the-art methods.

cross-domain few-shot learning Drug Discovery

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