most citedInfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning

1 citations · 1 across the 3 of their papers we have counts for

collaborators

5 papers

cs.CV2025

Expand and Prune: Maximizing Trajectory Diversity for Effective GRPO in Generative Models

Shiran Ge, Chenyi Huang, Yuang Ai +3

Group Relative Policy Optimization (GRPO) is a powerful technique for aligning generative models, but its effectiveness is bottlenecked by the conflict between large group sizes an…

cs.CV2025

Rectifying Magnitude Neglect in Linear Attention

Qihang Fan, Huaibo Huang, Yuang Ai +1

As the core operator of Transformers, Softmax Attention exhibits excellent global modeling capabilities. However, its quadratic complexity limits its applicability to vision tasks.…

cs.CV2025

DiCo: Revitalizing ConvNets for Scalable and Efficient Diffusion Modeling

Yuang Ai, Qihang Fan, Xuefeng Hu +3

Diffusion Transformer (DiT), a promising diffusion model for visual generation, demonstrates impressive performance but incurs significant computational overhead. Intriguingly, ana…

cs.CV2024

LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration

Yuang Ai, Huaibo Huang, Ran He

Prompt-based all-in-one image restoration (IR) frameworks have achieved remarkable performance by incorporating degradation-specific information into prompt modules. Nevertheless,…

cs.CV20241 cited

InfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning

Xiaotian Han, Yiren Jian, Xuefeng Hu +8

Pre-training on large-scale, high-quality datasets is crucial for enhancing the reasoning capabilities of Large Language Models (LLMs), especially in specialized domains such as ma…