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Lishuang Feng

3 accepted papers

2025

BLEND: Behavior-guided Neural Population Dynamics Modeling via Privileged Knowledge Distillation

ICLR 2025poster

Modeling the nonlinear dynamics of neuronal populations represents a key pursuit in computational neuroscience. Recent research has increasingly focused on jointly modeling neural activity and behavior to unravel their interconnections. Despite significant efforts, these approaches often necessitate…

2025

Context Matters: Query-aware Dynamic Long Sequence Modeling of Gigapixel Images

ICML 2025poster

Whole slide image (WSI) analysis presents significant computational challenges due to the massive number of patches in gigapixel images. While transformer architectures excel at modeling long-range correlations through self-attention, their quadratic computational complexity makes them impractical f…

2025

FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification

CVPR 2025poster

Few-shot learning presents a critical solution for cancer diagnosis in computational pathology (CPath), addressing fundamental limitations in data availability, particularly the scarcity of expert annotations and patient privacy constraints. A key challenge in this paradigm stems from the inherent d…