A major challenge in reinforcement learning is helping tasks transfer smoothly between different environments. A popular approach to handle this is to create policies that work the same way regardless of the environment. However, our take is different. We suggest that policies should learn to spot a
Ever wondered how to make reinforcement learning research easier? Meet UDE (Unified Distributed Environment), a clever toolkit designed to integrate various simulation platforms like Gazebo, Unity, Unreal, and OpenAI Gym. The cool part? UDE can run these environments on a remote machine while keepin
In recent years, the freight and retail industries have faced rising threats of fraud and organized crime. To tackle this, lawmakers have proposed new bills. The Safeguarding Our Supply Chains Act and the Combating Organized Retail Crime Act of 2023 aim to secure goods along the supply chain and hel
It's been a tense day in Navajo County, Arizona. Reports of bomb threats have been swirling around, causing concern but no real danger. Arizona's Secretary of State, Adrian Fontes, was quick to reassure everyone. "These are just rumors, folks, " he said during a news conference. He added that both s
Imagine you're training an AI to navigate a world, but you don't have to stick to just one type of simulator. UDE, short for Unified Distributed Environment, is a toolkit that lets AI researchers mix and match different simulation platforms like Gazebo, Unity, Unreal, and OpenAI Gym. This clever too
One of the trickiest parts of teaching a computer to learn through reinforcement is making sure it can handle new situations. A common method is to train the computer to ignore differences between environments. But what if, instead, we taught it to recognize and use those differences to its advantag
Ukrainian President Volodymyr Zelensky recently pointed out that Russia is closely watching US policy. He mentioned that Moscow’s willingness to negotiate depends on the outcome of the US elections. If Kamala Harris wins, she is expected to continue the Biden administration’s support for Ukraine, de
As Americans voted in the 2024 presidential election, China sent a message through its embassy in the U. S. The Chinese spokesperson, Liu Pengyu, said that China won't interfere in the election, calling it an internal U. S. matter. Instead, China hopes to work with the U. S. , no matter who wins. Th
Elon Musk, a billionaire turned right-wing propagandist, has become a political juggler, balancing U. S. and international interests. Once a Democrat and LGBTQ ally, Musk now champions far-right causes, making him a complex figure. He deals with powerful leaders like Putin and relies on U. S. subsid
Every four years, the U. S. presidential election stirs up a lot of talk around the world. This time is no different. Let's break down how the election might affect various regions and issues. Israel, for instance, might not see a big change no matter who wins. Israelis seem to like Trump, but the c
