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Xinwang Chen

2 accepted papers

2026

Human-like Abstract Visual Reasoning via Understanding and Solving Reasoning Loop

CVPR 2026

Abstract visual reasoning benchmarks such as ARC-AGI evaluate the ability to infer generalizable transformation rules from few graphical demonstrations, a capability where current deep learning models severely underperform. Mainstream LLMs achieve only 15.8% (DeepSeek-R1) and 34.5% (o3-mini-high) ac

Cited by 0SourceScholar
2024

EDT: An Efficient Diffusion Transformer Framework Inspired by Human-like Sketching

NeurIPS 2024poster

Transformer-based Diffusion Probabilistic Models (DPMs) have shown more potential than CNN-based DPMs, yet their extensive computational requirements hinder widespread practical applications. To reduce the computation budget of transformer-based DPMs, this work proposes the Efficient Diffusion Trans…