2 papers
cs.CV2026
SLQ: Bridging Modalities via Shared Latent Queries for Retrieval with Frozen MLLMs
Haoran Lou, Ziyan Liu, Chunxiao Fan +6
Multimodal Large Language Models (MLLMs) possess intrinsic reasoning and world-knowledge capabilities, yet adapting them for dense retrieval remains challenging. Existing approache…
cs.CV2026
IdGlow: Dynamic Identity Modulation for Multi-Subject Generation
Honghao Cai, Xiangyuan Wang, Jing Li +15
Multi-subject image generation requires seamlessly harmonizing multiple reference identities within a coherent scene. However, existing methods relying on rigid spatial masks or lo…