2 papers
cs.AI2026
ConceptMoE: Concept-Guided Multimodal Mixture of Experts for Interpretable Computational Pathology
Xuan Wang, Zhongling Xu, Gopi Kannedhara +13
Healthcare models are transitioning from unimodal prediction toward multimodal reasoning over heterogeneous diagnostic inputs. In computational pathology, for complex tumor subtype…
cs.LG2026
SeqRoute: Global Budget-Aware Sequential LLM Routing via Offline Reinforcement Learning
Zhongling Xu, Shunan Zheng, Wei Wang
Existing LLM routing frameworks treat queries as independent events, neglecting the sequential nature of real-world user sessions constrained by global computational budgets. This…