This repo is to demonstrate TUPE (Transformer with Untied Positional Encoding). The algorithm details could be found in our paper. TUPE can outperform other baselines on GLUE benchmark by a large ...

the changes within the data are increasingly sparse as the algorithm converges. In this work, we propose an encoding scheme for discrete symbols that adapts a source encoder to consider the positional ...

The system integrates a multi-feature selective attention model and a motion-aware 2D positional encoding algorithm. These features work in tandem to ensure that the AI can accurately detect and ...

The dataset can be changed using the dataset argument. A naive way to apply 1-D positional Encoding is to apply it directly to the sequence generated by flattening the patches, as shown below. However ...

In this paper, by designing Interatomic Positional Encoding (IPE) thatparameterizes atomic environments ... Geoformer outperforms the state-of-the-art (SoTA) algorithms on QM9, and achieves the best ...

Our approach abstracts the transformer’s sinusoidal positional encodings, allowing us to instead use a novel positional encoding scheme to represent node positions within trees. We evaluated our model ...