4 papers
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture
Haiwen Diao, Penghao Wu, Hanming Deng +55
Recent large vision-language models (VLMs) remain fundamentally constrained by a persistent dichotomy: understanding and generation are treated as distinct problems, leading to fra…
AIDABench: AI Data Analytics Benchmark
Yibo Yang, Fei Lei, Yixuan Sun +24
As AI-driven document understanding and processing tools become increasingly prevalent in real-world applications, the need for rigorous evaluation standards has grown increasingly…
MCPVerse: An Expansive, Real-World Benchmark for Agentic Tool Use
Fei Lei, Yibo Yang, Wenxiu Sun +1
Large Language Models (LLMs) are evolving from text generators into reasoning agents. This transition makes their ability to use external tools a critical capability. However, eval…
Frequency-domain Learning with Kernel Prior for Blind Image Deblurring
Jixiang Sun, Fei Lei, Jiawei Zhang +2
While achieving excellent results on various datasets, many deep learning methods for image deblurring suffer from limited generalization capabilities with out-of-domain data. This…