Machine Learning Laboratory (MLL)

The Machine Learning Lab (MLL), directed by Dr. Mahdieh Soleymani, is a research group at Sharif University of Technology. We investigate fundamental and applied questions across modern machine learning, from robust generalization to compositional intelligence.

• Generalization: learning systems that remain reliable beyond their training distributions.
• Compositional Learning: understanding and combining concepts, attributes, and relations.
• Multimodal Intelligence: studying vision-language models, LVLMs, and reinforcement learning agents.
• Generative Models: improving control, faithfulness, and reasoning in generative systems.