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2026 顶会论文

作者位次 #2/2NeurIPS 2026Poster

Spend Only What You Need: Defect-Aware Residual Coverage for Efficient Multi-Agent Reasoning

Maisha Maliha · Dean F. Hougen

智能体与工具推理效率与系统OpenReview

作者位次 #2/2CVPR 2026Poster· Computer Vision & Pattern Recognition

CIGMA: Causal Information-Gain Mechanistic Attribution of Attention Heads in Vision Transformers

Maisha Maliha · Dean F. Hougen

可解释性多模态OpenReview 项目页

作者位次 #2/2ACL 2026Findings· Findings of ACL

Mechanistic Interpretability of Text-to-Image Diffusion Models via Cross-Attention Interventions

Maisha Maliha · Dean F. Hougen

摘要

Text-to-image diffusion models achieve remarkable generation quality, yet their internal mechanisms for grounding prompt semantics into visual structure remain poorly understood. We present a novel mechanistic interpretability framework for Stable Diffusion that probes how individual prompt token...

可解释性多模态检索与知识OpenReview 项目页

Dean F. Hougen

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2026 顶会论文

Spend Only What You Need: Defect-Aware Residual Coverage for Efficient Multi-Agent Reasoning

CIGMA: Causal Information-Gain Mechanistic Attribution of Attention Heads in Vision Transformers

Mechanistic Interpretability of Text-to-Image Diffusion Models via Cross-Attention Interventions

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