Releases Papers.
“Increases in algorithmic efficiency allow researchers to do more experiments of interest in a given amount of time and money. And then you realize that we’re guilty of being stuck in a team dynamic, whereas sometimes we have to be way more flexible. "One key learning that we took is how it was allocating resources. But that is already a difference—we’ve noticed it.OpenAI Five is scaled up to play the Internet as competitor or teammate in Finished training of a new agent, Rerun, which reached a 98+% win rate against the agent that played at Finals. It’s just allocating resources as efficiently as possible. OpenAI Five Bots Beat Top Pros OG in Dota 2OpenAI’s Dota 2 AI steamrolls world champion e-sports team with back-to-back victoriesOpenAI Five defeats professional Dota 2 team, twiceAI triumphs against the world’s top pro team in strategy game Dota 2OpenAI’s bot beat a human at video games last year. That’s a big deal, because their victory required teamwork and collaboration – a huge milestone in advancing artificial intelligence.OpenAI Five defeats popular casters at the Benchmark in front of a live audience and 100k livestream viewers, with somewhat restricted 5v5.More model capacity: OpenAI Five’s long short-term memory (LSTM) size is doubled and number of parameters quadrupled.OpenAI Five wins back-to-back games versus Dota 2 world champions You play against [OpenAI Five] and you realize it has a playstyle that is different. Research Papers. Alpha Wikis. No summons or illusions. Pre Alpha Wikis. OpenAI's Dota 2 bot won 7,215 games against humans in three daysOpenAI’s Dota 2 bot defeated 99.4% of players in public matchesHumans Call GG!
This was completed in 2 months, without surgery, and while utilizing only 20% of the resources.I don't believe in comparing OpenAI Five to human performance, since it's like comparing the strength we have to hydraulics.
Beyond spotlighting top-performing AI models, OpenAI says that publicly measuring efficiency — which here refers to reducing the compute needed to train a model to perform a specific capability — will paint a quantitative picture of algorithmic progress. “Measurement efforts can help ground such decisions.”OpenAI isn’t the first to propose publicly benchmarking of the efficiency of AI models, it’s worth noting. View the complete Dota 2 profile for Google Open AI -, 2.1.34 on Dotabuff
Milestone Releases. Counter-Strike StarCraft II PUBG Overwatch Rainbow Six VALORANT Rocket League League of Legends Smash Warcraft Apex Legends Brood War Hearthstone Heroes Artifact Commons. It’s the Year 2020: people of the past believed cars could fly by now, that humans would have to fight for their survival in a post apocalyptic world, and that DotA 2 would have a proper system to introduce new players to the game.None of this has happened yet. It’s doing things that you’ve never done and you’ve never seen. “New capabilities … typically require a significant amount of compute expenditure to obtain, then refined versions of those capabilities … become much more efficient to deploy due to process improvements,” OpenAI wrote. [Our] … analysis suggests policymakers should increase funding for compute resources for academia, so that academic research can replicate, reproduce, and extend industry research.”OpenAI says that in the course of its survey, it found that Google’s Above: The results from OpenAI’s study of AI model efficiency.OpenAI speculates that algorithmic efficiency might outpace gains from Moore’s law, the observation that the number of transistors in an integrated circuit doubles about every two years. It’s OpenAI’s assertion that this in turn will inform policy making by renewing the focus on AI’s technical attributes and societal impact.“Algorithmic improvement is a key factor driving the advance of AI. 1v1 Shadow Fiend bot beats top professional Dota 2 players at First 5v5 results: RL agent beats OpenAI scripted bot at tower minigame.RL agent beats in-house OpenAI team at net worth minigame.RL agent defeats in-house OpenAI team at fairly restricted 5v5.#AI bots just beat humans at the video game Dota 2. Sometimes it looks extremely silly.
[…] If OpenAI does that dynamic switch at 100%, we maybe went from 5% to 10%?
“Our results suggest that for AI tasks with high levels of investment [in] researcher time and or compute, algorithmic efficiency might outpace … hardware efficiency.”“Industry leaders, policymakers, economists, and potential researchers are all trying to better understand AI progress and decide how much attention they should invest and where to direct it,” OpenAI wrote.
Dota 2 Main Wikis. No Divine Rapier or Bottle.Handpicked lineup from an 18 hero pool. No neutrals, runes, shrines, wards, invisibility, summons, illusions, or Scan. Team with the higher net worth after 7 minutes wins.Mirror match of 5 fixed heroes utilizing 5 invulnerable couriers. No Divine Rapier or Bottle.Drafted from a 17 hero pool. Luckily there is something we can do about the latter. No summons or illusions. At OpenAI, we’ve used the multiplayer video game Dota 2 as a research platform for general-purpose AI systems.
... 2020 2… As people, it's about being realistic and learning from the brain of the AI and not the hydraulic strength that machines have.Special thanks to the numerous people across OpenAI that helped out at our Benchmark and Finals events. OpenAI works on advancing AI capabilities, safety, and policy.