Is the fall of Pokrovsk inevitable? Is Trump losing patience with Putin? Will sanctions against Russian oil giants hurt Putin? Ukraine is working to resume prisoner exchanges with Russia that could bring 1,200 Ukrainians home, President Volodymyr Zelenskyy says, a day after his national security chief announced progress in negotiations. "We are counting on the resumption of POW exchanges," Zelenskyy wrote on X on Sunday.

Nature is not a blocker to housing growth and the government risks missing both its housing and nature targets if it views it as one, a cross-party group of MPs has warned in a new report. The Planning and Infrastructure Bill overrides existing habitat protections, which the government has suggested is a barrier to its target to build 1.5 million houses by the end of this parliament. But in a report published on Sunday, the Environmental Audit Committee (EAC) found the measures outlined in the bill are not enough to allow the government to meet its goals. Using nature as a scapegoat means that the government will be less effective at tackling some of the genuine challenges facing the planning system, the report said. A Ministry of Housing spokesperson said it was fixing a failing system with landmark reforms, which would deliver a win-win for the economy and the environment.

Al Jazeera speaks to man who left Gaza through controversial'displacement flight' NewsFeed Man tells Al Jazeera he left Gaza through Al Majd'displacement flight' This Palestinian man, who wants to remain anonymous, left Gaza through'Al Majd Europe', a controversial group using unofficial, Israeli-coordinated channels that required registration, screening, and payments to unknown individuals. Investigators probe group that arranged'trafficking' flights out of Gaza Football's Pep Guardiola calls on fans to attend Palestine charity match Ukraine's Kyiv pounded by hundreds of Russian drones

Ukrainian President Volodymyr Zelensky has vowed to overhaul state-owned energy companies, after a major corruption scandal engulfed the country's energy sector. Around $100 million (£76m) has been embezzled, anti-graft investigators said, causing outrage in a country where Russian attacks have resulted in crippling power outages. Alongside a full audit of their financial activities, the management of these companies is to be renewed, Zelensky wrote in a post on X on Saturday. Energoatom, the state nuclear company at the heart of the scandal, will have a new supervisory board within a week, he added. Several of those implicated in the scandal have close links to the Ukrainian president.

An explosion at a police station in Indian-administered Kashmir has killed at least nine people and injured 32 others, mainly police personnel. Officials said the blast was an accident. It happened as officers were inspecting confiscated explosives. Football's Pep Guardiola calls on fans to attend Palestine charity match Ukraine's Kyiv pounded by hundreds of Russian drones Italian prosecutors investigate Bosnian war'sniper safaris'

Work done as an intern at the Gatsby Computational Neuroscience Unit, University College London 38th Conference on Neural Information Processing Systems (NeurIPS 2024).

Inefficient decisions in repeated games can stem from both strategic and learning considerations. First, strategic agents selfishly maximize their own individual reward at others' expense.

Inefficient decisions in repeated games can stem from both strategic and learning considerations. First, strategic agents selfishly maximize their own individual reward at others' expense.

We empirically evaluate APT by exposing task-specific reward after a long unsupervised pre-training phase.