3 papers
cs.LG2026
Season-Aware Hybrid Convolutional-Transformer for Antarctic Sea Ice Concentration Forecasting
Danyang Li, John Taylor, Thang Bui +1
Antarctic sea ice concentration (SIC) forecasting is an important yet challenging task due to the coexistence of complex spatial structure, long-range temporal dependencies, and st…
cs.LG2024
EXAGREE: Mitigating Explanation Disagreement with Stakeholder-Aligned Models
Sichao Li, Tommy Liu, Quanling Deng +1
Conflicting explanations, arising from different attribution methods or model internals, limit the adoption of machine learning models in safety-critical domains. We turn this disa…
cs.LG2024
Practical Attribution Guidance for Rashomon Sets
Sichao Li, Amanda S. Barnard, Quanling Deng
Different prediction models might perform equally well (Rashomon set) in the same task, but offer conflicting interpretations and conclusions about the data. The Rashomon effect in…