← Search

Michael K Kopp

3 accepted papers

2024

xLSTM: Extended Long Short-Term Memory

NeurIPS 2024spotlight

In the 1990s, the constant error carousel and gating were introduced as the central ideas of the Long Short-Term Memory (LSTM). Since then, LSTMs have stood the test of time and contributed to numerous deep learning success stories, in particular they constituted the first Large Language Models (LLM…

2022

CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP

NeurIPS 2022accept

CLIP yielded impressive results on zero-shot transfer learning tasks and is considered as a foundation model like BERT or GPT3. CLIP vision models that have a rich representation are pre-trained using the InfoNCE objective and natural language supervision before they are fine-tuned on particular tas…

2021

Hopfield Networks is All You Need

ICLR 2021poster

We introduce a modern Hopfield network with continuous states and a corresponding update rule. The new Hopfield network can store exponentially (with the dimension of the associative space) many patterns, retrieves the pattern with one update, and has exponentially small retrieval errors. It has thr…