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#machine learning Preprint Oct 2026

Opening the Black Box of Classifier-Free Guidance via Information Bottleneck

Classifier-free guidance (CFG) is a standard technique for improving conditional generation in diffusion models, yet its activation schedule is usually selected heuristically. In practice, most existing CFG-based methods rely on a pre-defined activation policy throughout inference, while recent dynamic variants often d...

Jia-Yang Gao, Tian-Yi Zheng, Jia-Yang Zou et al. · 0 citations
Preprint Aug 2026

MIEScore: Human-Aligned Evaluation for Multi-Source Image Editing

MIE-Bench is introduced, the first large-scale multiple image editing benchmark with fine-grained human preference annotations and MIEScore, a multimodal large language model (MLLM)-based evaluation model enhanced with skill optimization and multi-dimensional supervised fine-tuning, to provide human-aligned feedback fo...

Zi-Tong Xu, Huiyu Duan, Xinyu Zhang et al. · 0 citations

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