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This paper introduces the ALD/E-ImageMiner benchmark for multimodal comprehension of scientific images and discusses future research directions for general-purpose scientific AI, based on insights from the ICDAR 2026 competition.
MemDreamer decouples perception and reasoning for long video understanding using hierarchical graph memory and agentic retrieval, achieving state-of-the-art performance with reduced computational overhead.