Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Dyadformer: A Multi-modal Transformer for Long-Range Modeling of Dyadic
  Interactions   Personality computing has become an emerging topic in computer vision, due to
the wide range of applications it can be used for. However, most works on the
topic have focused on analyzing the individual, even when applied to
interaction scenarios, and for short periods of time. To address these
limitations, we present the Dyadformer, a novel multi-modal multi-subject
Transformer architecture to model individual and interpersonal features in
dyadic interactions using variable time windows, thus allowing the capture of
long-term interdependencies. Our proposed cross-subject layer allows the
network to explicitly model interactions among subjects through attentional
operations. This proof-of-concept approach shows how multi-modality and joint
modeling of both interactants for longer periods of time helps to predict
individual attributes. With Dyadformer, we improve state-of-the-art
self-reported personality inference results on individual subjects on the UDIVA
v0.5 dataset.

25
The categories of this paper are: patt-sol
24
The categories of this paper are: dg-ga
26
The categories of this paper are: bayes-an
36
The categories of this paper are: cmp-lg
33
The categories of this paper are: plasm-ph
15
The categories of this paper are: nucl-ex
32
The categories of this paper are: atom-ph
10
The categories of this paper are: q-bio
20
The categories of this paper are: acc-phys
6
The categories of this paper are: astro-ph
29
The categories of this paper are: funct-an
7
The categories of this paper are: hep-th
16
The categories of this paper are: stat
14
The categories of this paper are: math-ph
4
The categories of this paper are: cond-mat
23
The categories of this paper are: solv-int