From refining model architectures to streamlining data pipelines and upgrading hardware, practical strategies can boost AI ...

SD.Next Quantization provides full cross-platform quantization to reduce memory usage and increase performance for any device. Triton enables the use of optimized kernels for much better performance.

昆仑万维已开源 多模态统一模型Skywork UniPic ，和GPT-4o呈现出类似的图像一体化能力，在单一模型里实现 图像理解、文本到图像生成、图像编辑 三大核心能力的深度融合。 一句话总结一下Skywork UniPic的模型特点，就是既可以像视觉模型 （VLM） 一样理解图像，也可以像扩散模型一样生成图片，用户还只需“动动嘴”，就可以指导模型完成图像编辑。 在GenEval 指令遵循 ...

Model quantization is widely used to compress and ac-celerate deep neural networks. However, recent studies have revealed the feasibility of weaponizing model quan-tization via implanting quantization ...

To solve the problem, it was decided to use an unusual approach based on multimodal LLMs. They can potentially solve the ...

Recent state-of-the-art neural audio compression models have progressively adopted residual vector quantization (RVQ). Despite this success, these models employ a fixed number of codebooks per frame, ...

In a recent tech report, Apple has provided more details on the performance and characteristics of the new Apple Intelligence ...

I've been self-hosting LLMs for quite a while now, and these are all of the things I learned over time that I wish I knew at ...

A gaming GPU is more than capable of running several ChatGPT-like LLMs flawlessly for everyday productivity. Running these ...

这项由清华大学计算机科学与技术系、软件学院，以及深圳国际研究生院的研究团队完成的突破性工作，发表于2025年7月，论文题目为《Task-Specific Zero-shot Quantization-Aware Training for Object ...

I have quantized Qwen2.5-VL into W4A16 with GPTQ method and compared the time cost during the decode stage. Since the decode phase is typically memory-bound, I would expect quantization to improve ...

Exploring the article's insights into exponential hardware growth and recent innovations in AI processing technology.