Haohui Wang

DuetDA: Decomposed and Dynamic Data Attribution with Model-State Gating for Accelerated Scientific Endeavors

Scientific datasets, such as materials and molecular datasets, are often large, complex, and open-ended, posing a core challenge for data efficiency and model training. While data attribution (DA) offers a principled way to score and select samples for efficient learning, we identify a fundamental misalignment between...