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The Berkeley Artificial Intelligence Research Blog
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Latest posts
Last updated 17 days ago
Adaptive Parallel Reasoning: The Next Paradigm in Efficient Inference Scaling
17 days ago
Overview of adaptive parallel reasoning. What if a reasoning model could decide...
Gradient-based Planning for World Models at Longer Horizons
about 1 month ago
GRASP is a new gradient-based planner for learned dynamics (a “world model”)...
Identifying Interactions at Scale for LLMs
2 months ago
Understanding the behavior of complex machine learning systems, particularly Large Language Models...
Information-Driven Design of Imaging Systems
5 months ago
An encoder (optical system) maps objects to noiseless images, which noise corrupts...
RL without TD learning
7 months ago
In this post, I’ll introduce a reinforcement learning (RL) algorithm based on...
What exactly does word2vec learn?
9 months ago
What exactly does word2vec learn, and how? Answering this question amounts to...
Whole-Body Conditioned Egocentric Video Prediction
11 months ago
× Predicting Ego-centric Video from human Actions (PEVA). Given past video frames...
Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)
about 1 year ago
Recent advances in Large Language Models (LLMs) enable exciting LLM-integrated applications. However,...
Repurposing Protein Folding Models for Generation with Latent Diffusion
about 1 year ago
PLAID is a multimodal generative model that simultaneously generates protein 1D sequence...
Scaling Up Reinforcement Learning for Traffic Smoothing: A 100-AV Highway Deployment
about 1 year ago
Training Diffusion Models with Reinforcement Learning We deployed 100 reinforcement learning (RL)-controlled...
Virtual Personas for Language Models via an Anthology of Backstories
over 1 year ago
We introduce Anthology, a method for conditioning LLMs to representative, consistent, and...
Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination
over 1 year ago
Sample language model responses to different varieties of English and native speaker...