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Radiance fields struggle with real-world clutter, but this new dataset of 1,048 scenes with both clean and cluttered images finally lets researchers systematically tackle the problem.
Multi-agent systems for automated research face a fundamental trade-off: parallel exploration offers speed and stability, while expert teams unlock deeper reasoning at the cost of increased fragility.
