3 papers
cs.CV2025
DIO: Refining Mutual Information and Causal Chain to Enhance Machine Abstract Reasoning Ability
Ruizhuo Song, Beiming Yuan
Despite deep learning's broad success, its abstract-reasoning bottleneck persists. We tackle Raven's Progressive Matrices (RPM), the benchmark for pattern, reasoning and problem-so…
cs.LG2025
Johnny: Structuring Representation Space to Enhance Machine Abstract Reasoning Ability
Ruizhuo Song, Beiming Yuan
This paper thoroughly investigates the challenges of enhancing AI's abstract reasoning capabilities, with a particular focus on Raven's Progressive Matrices (RPM) tasks involving c…
cs.CV2024
Funny-Valen-Tine: Planning Solution Distribution Enhances Machine Abstract Reasoning Ability
Ruizhuo Song, Beiming Yuan
Visual abstract reasoning is core to image processing. We present Valen, a unified probability-highlighting baseline that excels on both RPM (progression) and Bongard-Logo (cluster…