3 papers
cs.CV2026
Formalizing the Binding Problem
Lianghuan Huang, Yihao Li, Saeed Salehi +3
Representations of the world, arguably, contain information about features (e.g. something is blue, something is a circle) but also information about which features are part of the…
cs.LG2025
Who Does What in Deep Learning? Multidimensional Game-Theoretic Attribution of Function of Neural Units
Shrey Dixit, Kayson Fakhar, Fatemeh Hadaeghi +3
Neural networks now generate text, images, and speech with billions of parameters, producing a need to know how each neural unit contributes to these high-dimensional outputs. Exis…
cs.CV2025
Falcon: Fractional Alternating Cut with Overcoming Minima in Unsupervised Segmentation
Xiao Zhang, Xiangyu Han, Xiwen Lai +3
Today's unsupervised image segmentation algorithms often segment suboptimally. Modern graph-cut based approaches rely on high-dimensional attention maps from Transformer-based foun…