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NovelAPIBench is presented, an automated diagnostic framework that builds benchmarks around the API knowledge gaps of a target model, identifies novel APIs, generates executable coding tasks with separately controllable knowledge components, and classifies failures into six categories.
EvoGenUI-Bench is introduced, a benchmark for multi-turn interface maintenance comprising 150 five-turn tasks and 750 turns across three scenarios: information presentation, executable interaction, and tool-grounded external state.
Temporally Conditioned Memory-Fusion Policies (TFP), a lightweight memory-action framework for VLA backbones, is introduced and suggests that compact, event-sensitive memory dynamics can improve VLA policies under occlusion, visual perturbation, and stage-dependent task structure.
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