3 papers
cs.CV2026
What's Holding Back Latent Visual Reasoning?
André G. Viveiros, Nuno Gonçalves, André F. T. Martins +1
Humans can approach complex visual problems by mentally simulating intermediate visual steps, rather than reasoning through language alone. Inspired by this, several works on Visio…
cs.CV2026
LanteRn: Latent Visual Structured Reasoning
André G. Viveiros, Nuno Gonçalves, Matthias Lindemann +1
While language reasoning models excel in many tasks, visual reasoning remains challenging for current large multimodal models (LMMs). As a result, most LMMs default to verbalizing…
cs.AI2024
Language Agents Meet Causality -- Bridging LLMs and Causal World Models
John Gkountouras, Matthias Lindemann, Phillip Lippe +2
Large Language Models (LLMs) have recently shown great promise in planning and reasoning applications. These tasks demand robust systems, which arguably require a causal understand…