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Zhen-Yu Gu

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#diffusion models Review Open access Aug 2026

Representation learning in diffusion and flow-based model: an application aspect

This work systematically categorizes representative methods across a wide range of downstream tasks, including image classification, dense visual prediction, instance-level perception, and annotation-scarce scenarios, and proposes a three-tier progressive framework that organizes existing works from three perspectives.

Yan-Chen Xu, Si-Da Huang, Zhen-Yu Gu et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Instella-MoE Technical Report

Instella-MoE is introduced, a fully open Mixture-of-Experts (MoE) language model with 16 billion total parameters and 2.8 billion active parameters per token trained entirely from scratch on AMD Instinct MI300X and MI325X GPUs, establishing a strong, fully open foundation for efficient, high-performing MoE models and r...

Jiang Liu, Sudhanshu Ranjan, Prakamya Mishra et al. · 0 citations
Jul 2026

FlashRT: Agent Harness for Guiding Agents to Deploy Real-Time Multimodal Applications

FlashRT is presented, an agent harness that guides coding agents to lift simple developer-written reference implementations into optimized multi-GPU deployments that flexibly weigh target metrics like latency and throughput, demonstrating that agent-driven optimization can be more scalable on platforms with less mature...

Krish Agarwal, Zhuoming Chen, Yanyuan Qin et al. · 0 citations

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