analytical reasoning 1multi-image reasoning 1reinforcement learning 1synthetic data 1vision-language models 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
SD-MAR: Multi-image Analytical Reasoning via Synthetic Data and Reinforcement Learning
Shiyu Yuan, Sourav Sanjukta Bhabesh, Zhe Wang +3
The paper introduces SD-MAR, a synthetic-data framework and reinforcement‑learning fine‑tuning method to improve vision‑language models' ability to reason analytically across multi…
cs.LG2024
Learning Multimodal Latent Generative Models with Energy-Based Prior
Shiyu Yuan, Jiali Cui, Hanao Li +1
Multimodal generative models have recently gained significant attention for their ability to learn representations across various modalities, enhancing joint and cross-generation c…
cs.LG2024
Learning Multimodal Latent Space with EBM Prior and MCMC Inference
Shiyu Yuan, Carlo Lipizzi, Tian Han
Multimodal generative models are crucial for various applications. We propose an approach that combines an expressive energy-based model (EBM) prior with Markov Chain Monte Carlo (…