VASC Seminar
Jiaqi Ma
Assistant Professor
University of Illinois Urbana-Champaign

Practical Challenges and Recent Advances in Data Attribution

3305 Newell-Simon Hall

Abstract: Data plays an increasingly crucial role in both the performance and the safety of AI models. Data attribution is an emerging family of techniques aimed at quantifying the impact of individual training data points on a model trained on them, which has found data-centric applications such as training data curation, instance-based explanation, and copyright [...]

VASC Seminar
Jia-Bin Huang
Capital One-endowed Associate Professor
University of Maryland College Park

Controllable Visual Imagination

3305 Newell-Simon Hall

Abstract: Generative models have empowered human creators to visualize their imaginations without artistic skills and labor. A prominent example is large-scale text-to-image generation models. However, these models often are difficult to control and do not respect 3D perspective geometry and temporal consistency of videos. In this talk, I will showcase several of our recent efforts to [...]