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Hongjuan Pei

3 accepted papers

2026

Cross Domain Test Time Scaling: Scale Knowledge and Reasoning on Cross Domains

IJCAI 2026

Test-time scaling (TTS) has demonstrated remarkable potential in enhancing the reasoning capabilities of Large Language Models (LLMs) and Large Vision-Language Models (LVLMs). However, its application has primarily been limited to domains such as mathematics and programming, owing to their reasoning

Cited by 0Scholar
2026

RelaCtrl: Relevance-Guided Efficient Control for Diffusion Transformers

AAAI 2026technical

The Diffusion Transformer plays a pivotal role in advancing text-to-image and text-to-video generation, owing primarily to its inherent scalability. However, existing controlled diffusion transformer methods incur significant parameter and computational overheads and suffer from inefficient resource

Cited by 0SourcePDFScholar
2025

DAMamba: Vision State Space Model with Dynamic Adaptive Scan

NeurIPS 2025poster

State space models (SSMs) have recently garnered significant attention in computer vision. However, due to the unique characteristics of image data, adapting SSMs from natural language processing to computer vision has not outperformed the state-of-the-art convolutional neural networks (CNNs) and Vi…

Cited by 0SourcecodeScholar