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20212026
most citedA Static and Dynamic Attention Framework for Multi Turn Dialogue Generation

15 citations · 79 across the 42 of their papers we have counts for

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cs.CV2026

TIR-Agent: Training an Explorative and Efficient Agent for Image Restoration

Guoli Jia, Yisheng Zhang, Haote Hu +11

Vision-language agents that orchestrate specialized tools for image restoration (IR) have emerged as a promising method, yet most existing frameworks operate in a training-free man…

cs.CV2025

AdsQA: Towards Advertisement Video Understanding

Xinwei Long, Kai Tian, Peng Xu +10

Large language models (LLMs) have taken a great step towards AGI. Meanwhile, an increasing number of domain-specific problems such as math and programming boost these general-purpo…

cs.CV2025

Self-Reflective Reinforcement Learning for Diffusion-based Image Reasoning Generation

Jiadong Pan, Zhiyuan Ma, Kaiyan Zhang +2

Diffusion models have recently demonstrated exceptional performance in image generation task. However, existing image generation methods still significantly suffer from the dilemma…

cs.CV2025

Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines

Xinwei Long, Zhiyuan Ma, Ermo Hua +3

Retrieval-augmented generation (RAG) has emerged to address the knowledge-intensive visual question answering (VQA) task. Current methods mainly employ separate retrieval and gener…

cs.CV2024

Efficient Diffusion Models: A Comprehensive Survey from Principles to Practices

Zhiyuan Ma, Yuzhu Zhang, Guoli Jia +7

As one of the most popular and sought-after generative models in the recent years, diffusion models have sparked the interests of many researchers and steadily shown excellent adva…