DeepMind’s CoBERL Agent Enhances Data Efficiency Using LSTM and Transformer

DeepMind's CoBERL Agent Enhances Data Efficiency Using LSTM and Transformer

Selected from arXiv Authors: Andrea Banino et al. Compiled by Machine Heart Editors: Chen Ping, Du Wei Researchers from DeepMind proposed the CoBERL agent for reinforcement learning, which combines a new contrastive loss with a hybrid LSTM-transformer architecture to improve data processing efficiency. Experiments show that CoBERL can continuously improve performance across the entire Atari … Read more

AI for Science: Redefining Scientific Research Paradigms

AI for Science: Redefining Scientific Research Paradigms

AI has developed over more than seventy years, with each technological breakthrough opening up new possibilities for humanity. Its deep integration with scientific research will create countless or infinite possibilities. Under public attention, the Nobel Prize in Chemistry, known for its “direct lineage” to the Nobel Prize, was finally announced this October, awarding three chemists … Read more

3B Model Outperforms 70B After Long Thinking! HuggingFace’s O1 Technology Insights and Open Source

3B Model Outperforms 70B After Long Thinking! HuggingFace's O1 Technology Insights and Open Source

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP master’s and doctoral students, university professors, and corporate researchers. The vision of the community is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, as well as enthusiasts, … Read more

What AI Can Do for Scientific Research

What AI Can Do for Scientific Research

The development of science is a process of continuous conjecture and verification. In scientific research, researchers first need to propose a hypothesis, then design experiments based on this hypothesis, collect data, and test the hypothesis through experimentation. In this process, researchers need to perform a large amount of calculations, simulations, and proofs. AI has significant … Read more

Gemini 2.0: A New AI Model for the Era of Intelligent Agents

Gemini 2.0: A New AI Model for the Era of Intelligent Agents

.01 Overview In an era of rapid information iteration, Artificial Intelligence (AI) is changing our lives at an astonishing pace. From search engines to multimodal technologies, AI’s reach continues to extend, pushing the boundaries of human technology. As a pioneer in the AI field, Google DeepMind recently released its latest AI model—Gemini 2.0, heralding the … Read more

Gemini: Our Largest and Most Powerful AI Model

Gemini: Our Largest and Most Powerful AI Model

Introduction: Every technological revolution is an opportunity to advance scientific discovery, accelerate human progress, and improve people’s lives. I believe that the AI transformation we are witnessing right now will be the most profound change of our lifetime, far surpassing the changes brought by mobile technology or the internet. AI has the potential to create … Read more