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SCOPE: Structured Decomposition and Conditional Skill Orchestration for Complex Image Generation

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SCOPE: Structured Decomposition and Conditional Skill Orchestration for Complex Image Generation

·14 min read·Tianfei Ren, Zhipeng Yan, Yiming Zhao et al.

SCOPE addresses a core failure mode in complex text-to-image generation that the authors term the 'Conceptual Rift': even when multi-step systems retrieve information, verify outputs, and attempt r…

researchtext-to-image-generationagentic-pipelinesstructured-verificationmulti-constraint-evaluation

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Towards Highly-Constrained Human Motion Generation with Retrieval-Guided Diffusion Noise Optimization

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Towards Highly-Constrained Human Motion Generation with Retrieval-Guided Diffusion Noise Optimization

·13 min read·Hanchao Liu, Fang-Lue Zhang, Shining Zhang et al.

This paper addresses a fundamental failure mode of existing training-free diffusion noise optimization (DNO) methods for human motion generation: they break down when constraints become highly chal…

researchhuman-motion-generationdiffusion-noise-optimizationretrieval-augmented-generationtraining-free-control

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VecCISC: Improving Confidence-Informed Self-Consistency with Reasoning Trace Clustering and Candidate Answer Selection

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VecCISC: Improving Confidence-Informed Self-Consistency with Reasoning Trace Clustering and Candidate Answer Selection

·14 min read·James Petullo, Sonny George, Dylan Cashman et al.

This paper addresses a real cost problem with 'think twice' inference-time scaling: methods like Confidence-Informed Self-Consistency (CISC) improve accuracy over vanilla Self-Consistency by having…

researchinference-time-scalingself-consistencyllm-efficiencyembedding-clustering

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A statistical look on kinematic planes of satellite galaxies II: The physics behind their early formation in TNG50 MW/M31-like galaxies

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A statistical look on kinematic planes of satellite galaxies II: The physics behind their early formation in TNG50 MW/M31-like galaxies

·12 min read·Matías Gámez-Marín, Rosa Domínguez-Tenreiro, Isabel Santos-Santos et al.

This paper (Paper VI in a series) investigates why kinematically persistent planes (KPPs) of satellite galaxies form around Milky Way / M31-like hosts in the TNG50 cosmological simulation

researchcosmological-simulationsatellite-galaxieslarge-scale-structuren-body-simulation

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