Reinforcement Learning

Joanneum Research Institute Release Version 1.0.0 Of Robo-Gym, An Open Source Toolkit For Distributed Deep Reinforcement Learning On Real And Simulated Robots

Deep Reinforcement Learning (DRL) has proven to be extremely effective when it comes to complex tasks in robotics. Most of the work done with...

Facebook AI Introduces Habitat 2.0: Next-Generation Simulation Platform Provides Faster Training For AI Agents With Tactile Perception

Facebook recently announced Habitat 2.0, a next-generation simulation platform that lets AI researchers teach machines to navigate through photo-realistic 3D virtual environments and interact...

US Army Researchers Develop A New Framework For Collaborative Multi-Agent Reinforcement Learning Systems

Centralized learning for multi-agent systems highly depends on information-sharing mechanisms. However, there have not been significant studies within the research community in this domain. Army...

AI Researchers Including Yoshua Bengio, Introduce A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning

Human consciousness is an exceptional ability that enables us to generalize or adapt well to new situations and learn skills or new concepts efficiently....

Researchers from ETH Zurich Propose a Novel Robotic Systems Capable of Self-Improving Semantic Perception

Mobile robots are generally deployed in highly unstructured environments. They need to not only understand the various aspects of their environment but should also...

Researchers from UC Berkeley and CMU Introduce a Task-Agnostic Reinforcement Learning (RL) Method to Auto-Tune Simulations to the Real World

Applying Deep Learning techniques to complex control tasks depends on simulations before transferring models to the real world. However, there is a challenging “reality...

Researchers at ETH Zurich and UC Berkeley Propose Deep Reward Learning by Simulating The Past (Deep RLSP)

In Reinforcement Learning (RL), the task specifications are usually handled by experts. It needs a lot of human interaction to Learn from demonstrations and...

Researchers From Microsoft and Princeton University Find Text-Based Agents can Achieve High Scores Even in The Complete Absence of Semantics

Recently, Text-based games have become a popular testing method for developing and testing reinforcement learning (RL). It aims to build autonomous agents that can...

Researchers at Lawrence Livermore National Laboratory (LLNL) Developed a Novel Deep Learning Framework for Symbolic Regression

At the Lawrence Livermore National Laboratory (LLNL), scientists have developed a novel framework and an accompanying visualization tool that utilizes deep reinforcement learning for...

DeepMind Researchers Introduce Manipulation-Independent Representations (MIR) For Successful Cross Embodiment Visual Imitation

Recently, researchers at DeepMind have proposed manipulation-independent representations (MIR) to support successful imitation of behaviors demonstrated by previously unseen manipulator morphologies using only visual...

This California Based Company Is Utilizing AI For The Protection Of Service Members And Civilians Through An Unmanned Self-Driving Software

Shield AI is a California-based startup employing artificial intelligence to develop products that offer protection for service members and civilians. It is primarily a...

Researchers At Uber AI And Open AI Introduce Go-Explore: Cracking The Challenging Atari Games With Artificial Intelligence

Learning from rewards is an unsaid practice among all. The above is also the guiding insight behind a family of algorithms that used deep...

Google DeepMind Releases RecurrentGemma: One of the Strongest 2B-Parameter Open Language Models Designed for...

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Language models are the backbone of modern artificial intelligence systems, enabling machines to understand and generate human-like text. These models, which process and predict...

Finally, the Wait is Over: Meta Unveils Llama 3, Pioneering a New Era in...

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Meta has revealed its latest large language model, the Meta Llama 3, which is a major breakthrough in the field of AI. This new model is not just...

TrueFoundry Releases Cognita: An Open-Source RAG Framework for Building Modular and Production-Ready Applications

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The field of artificial intelligence is rapidly evolving, and taking a prototype to production stage can be quite challenging. However, TrueFoundry has recently introduced a new...

Meet Zamba-7B: Zyphra’s Novel AI Model That’s Small in Size and Big on Performance

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In the race to create more efficient and powerful AI models, Zyphra has unveiled a significant breakthrough with its new Zamba-7B model. This compact,...

WizardLM-2: An Open-Source AI Model that Claims to Outperform GPT-4 in the MT-Bench Benchmark

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A team of AI researchers has introduced a new series of open-source large language models named WizardLM-2. This development is a significant breakthrough in...

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