Unifying Understanding and Generation in Vision-Language Models: Advances, Challenges, and Opport...

Xiaocheng Lu, Ziyue Ma, Jie ZHANG, Jian Liu, Song Guo

Action editor: Yu-Xiong Wang

https://openreview.net/forum?id=AIMmeOrVFL

#multimodal #visual #representations

New #TMLR-Paper-with-Video:

Learning Encoding-Decoding Direction Pairs to Unveil Concepts of Influence in Deep Vision Networks

Alexandros Doumanoglou, Kurt Driessens, Dimitrios Zarpalas

https://tmlr.infinite-conf.org/paper_pages/lIeyZpPEJn

#decoding #autoencoder #representations

New #J2C Certification:

Hyperdimensional Probe: Decoding LLM Representations via Vector Symbolic Architectures

Marco Bronzini, Carlo Nicolini, Bruno Lepri, Jacopo Staiano, Andrea Passerini

https://openreview.net/forum?id=WxM7lIoGBb

#autoencoders #hypervector #representations

A Comparative Study of Label-free Representation Quality Metrics in Deep Learning

Daniel Richards Arputharaj, Gabriel Eilertsen, Daniel Jönsson

Action editor: Yoshitomo Matsubara

https://openreview.net/forum?id=yknkAksqr1

#deep #dimensionality #representations