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MACCA: Offline Multi-agent Reinforcement Learning with Causal Credit Assignment

Announce Type: replace Abstract: Offline Multi-agent Reinforcement Learning (MARL) is valuable in scenarios where online interaction is impractical or risky. While independent learning in MARL offers flexibility and scalability, accurately assigning credit to individual agents in offline settings poses challenges because interactions with an environment are prohibited. In this paper, we propose a new framework, namely Multi-Agent Causal Credit Assignment (MACCA), to address credit assignment...

arXiv CS 8d ago

Driver found 'eating Maccas' in car that crashed into Sydney fountain

Police remove car after it crashes into Hyde Park's Archibald Fountain Wed 3 Jun 2026 at 9:40am NSW Police says a French national was "eating Macca's" inside a hire car that crashed into Hyde Park's Archibald Fountain early this morning. About 4am, officers responded to reports that a vehicle had driven into a fountain in Sydney's CBD and found it appeared to have reversed into it.

ABC Australia 7d ago

From Backrooms to Boards of Canada: your complete entertainment guide to the week ahead

A horror film takes on the internet craze for user-generated paranormal tales, and Macca returns with his most affecting songs in yearsBackrooms Out nowPeople have enjoyed spinning spooky yarns about uncanny spaces since before the advent of the written word, and this A24 horror (starring Chiwetel Ejiofor, Renate Reinsve and Mark Duplass) capitalises on that fascination via a big-screen version of the internet phenomenon of Backrooms. That is, an infinite empty limbo where you might...

The Guardian Culture 11d ago

From Backrooms to Boards of Canada: your complete entertainment guide to the week ahead

A horror film takes on the internet craze for user-generated paranormal tales, and Macca returns with his most affecting songs in yearsBackrooms Out nowPeople have enjoyed spinning spooky yarns about uncanny spaces since before the advent of the written word, and this A24 horror (starring Chiwetel Ejiofor, Renate Reinsve and Mark Duplass) capitalises on that fascination via a big-screen version of the internet phenomenon of Backrooms. That is, an infinite empty limbo where you might...

The Guardian UK 11d ago

Frenchman eating McDonald's crashes into historic Sydney fountain, police say

Frenchman eating McDonald's crashes into historic Sydney fountain, police say SYDNEY: A Frenchman was found still enjoying his McDonald's meal when police detained him on Wednesday (Jun 3) for allegedly crashing a car into a fountain in Sydney, the force said. "Strangely, he was still eating Macca's there", Police Inspector Anderson Lessing charged - perhaps a greater crime in the eyes of some of his gastronomy-loving countrymen.

Channel News Asia 7d ago