Recent/current topics:

• Representation

  • Multi-modal 

  • LLM

  • Vision & NLP

• Video understanding with xLM

• Text-to-image personalization

• Unsupervised learning

• Meta-learning 

• Domain generalization

• DNN compression

• Information retrieval

• HPO/NAS

• ECG datasets

• Point-cloud

TODO topics:

• Text as a universal and generalizable representation of human tasks

• Representation properties in a high-dimensional vector space (theory)

• Information theory in deep learning

• Discovery of generalization in LM