Imagine while Reasoning in Space: Multimodal Visualization-of-Thought with Chengzu Li - #722

Imagine while Reasoning in Space: Multimodal Visualization-of-Thought with Chengzu Li - #722

Today, we're joined by Chengzu Li, PhD student at the University of Cambridge to discuss his recent paper, “Imagine while Reasoning in Space: Multimodal Visualization-of-Thought.” We explore the motivations behind MVoT, its connection to prior work like TopViewRS, and its relation to cognitive science principles such as dual coding theory. We dig into the MVoT framework along with its various task environments—maze, mini-behavior, and frozen lake. We explore token discrepancy loss, a technique designed to align language and visual embeddings, ensuring accurate and meaningful visual representations. Additionally, we cover the data collection and training process, reasoning over relative spatial relations between different entities, and dynamic spatial reasoning. Lastly, Chengzu shares insights from experiments with MVoT, focusing on the lessons learned and the potential for applying these models in real-world scenarios like robotics and architectural design. The complete show notes for this episode can be found at https://twimlai.com/go/722.

Jaksot(763)

Suosittua kategoriassa Politiikka ja uutiset

ootsa-kuullut-tasta-2
rss-ootsa-kuullut-tasta
aikalisa
rss-podme-livebox
politiikan-puskaradio
rss-vaalirankkurit-podcast
et-sa-noin-voi-sanoo-esittaa
otetaan-yhdet
rikosmyytit
rss-sinivalkoinen-islam
rss-hyvaa-huomenta-bryssel
the-ulkopolitist
linda-maria
rss-raha-talous-ja-politiikka
rss-mina-ukkola
rss-kaikki-uusiksi
aihe
radio-antro
rss-merja-mahkan-rahat
rss-tasta-on-kyse-ivan-puopolo-verkkouutiset