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cs.CV2026
MHVF: Training-Free GUI Grounding via Verification-Guided Multi-Hypothesis Search
Minghua Chen, Xingming Liao, Weiqiang Zhong +1
GUI grounding enables web agents to translate natural-language instructions into actionable interface locations. However, dense layouts and small, visually similar controls can lea…
cs.CV2026
MARINER: A 3E-Driven Benchmark for Fine-Grained Perception and Complex Reasoning in Open-Water Environments
Xingming Liao, Ning Chen, Muying Shu +5
Fine-grained visual understanding and high-level reasoning in real-world open-water environments remain under-explored due to the lack of dedicated benchmarks. We introduce MARINER…