most citedReliable Imputed-Sample Assisted Vertical Federated Learning

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cs.CV2026

ROVER: Routing Object-Centric Visual Evidence for Grounded Multi-Image Reasoning

Guannan Lv, Ren Nie, Hongjian Dou +1

Multimodal Large Language Models (MLLMs) have increasingly localized and interleaved visual evidence for deliberative reasoning. Grounding-based approaches typically focus on regio…

cs.CV2025

Enhancing Supervised Composed Image Retrieval via Reasoning-Augmented Representation Engineering

Jun Li, Hongjian Dou, Zhenyu Zhang +3

Composed Image Retrieval (CIR) presents a significant challenge as it requires jointly understanding a reference image and a modified textual instruction to find relevant target im…