Residual ISD (R-ISD) adds a gated LoRA adapter for bit-for-bit lossless acceleration: LoRA active only at MASK positions; verify positions use base-only weights Output is identical to the base AR model by construction
这是一个巧妙的工程创新，通过门控LoRA实现了无损加速。仅在MASK位置激活LoRA，验证位置使用基础权重，确保输出与基础AR模型完全一致。这种方法解决了扩散模型在保持质量的同时实现并行加速的关键挑战，为实际部署提供了可能。
the study of innovation shows that everything hinges on the hard work of taking a promising idea and making it work — technically, legally, financially, culturally, ecologically. Constraints are great enablers of innovation.
But there’s a downside to the hackathon hype, and our research on designing workplace projects for innovation and learning reveals why. Innovation is usually a lurching journey of discovery and problem solving. Innovation is an iterative, often slow-moving process that requires patience and discipline. Hackathons, with their feverish pace, lack of parameters and winner-take-all culture, discourage this process. We could find few examples of hackathons that have directly led to market success.
what if projects were designed to combine a hacking mindset with rigorous examination of the data and experience they glean? This would reward smart failures that reveal new insights and equip leaders with the information needed to rescale, pivot or axe their projects.
Sounds somewhat like agile devlopment.