Meet Crossfire: An Elastic Defense Framework for Graph Neural Networks under Bit Flip Attacks

Graph Neural Networks (GNNs) have found applications in various domains, such as natural language processing, social network analysis, recommendation systems, etc. Due to its widespread usage, improving the defences of…

2024 BAIR Graduate Directory – The Berkeley Artificial Intelligence Research Blog

Every year, the Berkeley Artificial Intelligence Research (BAIR) Lab graduates some of the most talented and innovative minds in artificial intelligence and machine learning. Our Ph.D. graduates have each expanded…

Creating an AI Agent-Based System with LangGraph: Putting a Human in the Loop

In our previous tutorial, we built an AI agent capable of answering queries by surfing the web and added persistence to maintain state. However, in many scenarios, you may want…

Modeling Extremely Large Images with xT – The Berkeley Artificial Intelligence Research Blog

As computer vision researchers, we believe that every pixel can tell a story. However, there seems to be a writer’s block settling into the field when it comes to dealing…

Meta AI Introduces VideoJAM: A Novel AI Framework that Enhances Motion Coherence in AI-Generated Videos

Despite recent advancements, generative video models still struggle to represent motion realistically. Many existing models focus primarily on pixel-level reconstruction, often leading to inconsistencies in motion coherence. These shortcomings manifest…

Function Calling at the Edge – The Berkeley Artificial Intelligence Research Blog

The ability of LLMs to execute commands through plain language (e.g. English) has enabled agentic systems that can complete a user query by orchestrating the right set of tools (e.g.…

Google DeepMind Achieves State-of-the-Art Data-Efficient Reinforcement Learning RL with Improved Transformer World Models

Reinforcement Learning RL trains agents to maximize rewards by interacting with an environment. Online RL alternates between taking actions, collecting observations and rewards, and updating policies using this experience. Model-free…

Meet Satori: A New AI Framework for Advancing LLM Reasoning through Deep Thinking without a Strong Teacher Model

Large Language Models (LLMs) have demonstrated notable reasoning capabilities in mathematical problem-solving, logical inference, and programming. However, their effectiveness is often contingent on two approaches: supervised fine-tuning (SFT) with human-annotated…

Classic Wardrobe Essentials — Autum Love

Let’s clear up some misconceptions because classic style gets thrown around a lot—and not always correctly. First off, classic isn’t your friend’s neon green crop top collection that doubles as…

2025 Gen Z Fashion Trends: What’s In and What’s Out

Listen, I am a millennial girly through and through. But today I’m stepping out of my comfort zone to chat about Gen Z. Specifically, I’m going to walk through five…