3 papers
cs.LG2026
CHUCKLE -- When Humans Teach AI To Learn Emotions The Easy Way
Ankush Pratap Singh, Houwei Cao, Yong Liu
Curriculum learning (CL) structures training from simple to complex samples, facilitating progressive learning. However, existing CL approaches for emotion recognition often rely o…
cs.LG2026
SPICE: Synergy and Partial Information Based Curriculum Evolution
Ankush Pratap Singh, Houwei Cao, Yong Liu
Multimodal learning exploits complementary information across heterogeneous modalities. The informativeness of each modality can vary widely across samples and training stages. Exi…
cs.CV2025
Scene Summarization: Clustering Scene Videos into Spatially Diverse Frames
Chao Chen, Mingzhi Zhu, Ankush Pratap Singh +3
Humans are remarkably efficient at forming spatial understanding from just a few visual observations. When browsing real estate or navigating unfamiliar spaces, they intuitively se…