The paper claims a four-layer Gestalt-based tower can replace attention in VQA and lift a 3B model to state-of-the-art spatial reasoning, but provides no reproducible method or consistent results.
Fast and efficient image generation using variational autoencoders and k-nearest neighbor oversampling approach.IEEE Access, 11:28416–28426, 2023
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
REJECT 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Dynamic Double Space Tower
The paper claims a four-layer Gestalt-based tower can replace attention in VQA and lift a 3B model to state-of-the-art spatial reasoning, but provides no reproducible method or consistent results.