Vectors are the fundamental way AI models understand and process information. Small vectors describe simple attributes, such as a point in a graph, while “high-dimensional” vectors capture complex information such…
Acknowledgements This work is a collaboration across multiple teams at Google. Key contributors to this project include Ruofei Du, Benjamin Hersh, David Li, Xun Qian, Nels Numan, Zhongyi Zhou, Yanhe…
Our approach to vulnerability disclosure Disclosure of security vulnerabilities is a controversial subject. On one hand, the “No Disclosure” position holds that publicizing vulnerabilities provides bad actors with instruction manuals…
As LLMs integrate into our daily lives, understanding their behavior becomes essential. In our ongoing efforts to study model behavior and alignment, we present this work as an early step…
Score smoothing facilitates manifold recovery In the real world, complex data like high-resolution images live in high-dimensional pixel spaces rather than a simple 1-D world. The vast majority of that…
PaperVizAgent: Generating publication-ready figures PaperVizAgent is an autonomous framework designed to generate publication-ready academic illustrations from academic text. By bridging the gap between technical descriptions and visual communication, PaperVizAgent allows…
Modern conversational AI agents can typically handle complex, multi-turn tasks like asking clarifying questions and proactively assisting users. However, they frequently struggle with long interactions, often forgetting constraints or generating…
Using computers to create full wiring maps of complex brains is enabling a new era of neuroscience. A recently released map of the complete male fruit fly brain and central…
The rapid advance of generalist AI models has been fueled by the abundance of internet data. However, widespread integration of AI will require models to specialize in novel, uncommon, and…
Distilling insights with ReasoningBank ReasoningBank distills global reasoning patterns into high-level, structured memories. Each structured memory item contains the following: Title: A concise identifier summarizing the core strategy. Description: A…
