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Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies

arXiv:2512.19673v3 Announce Type: replace Abstract: Existing reinforcement learning (RL) approaches treat large language models (LLMs) as a unified policy, overlooking their internal mechanisms. In this paper, we decompose the LLM-based policy into Internal Layer Policies and Internal Modular Policies via the Transformer's residual stream. Our entropy analysis of internal policy reveals distinct patterns: (1) universally, internal policies evolve from high-entropy exploration in early layers...

arXiv CS 9d ago

Nasa: 'International Space Station astronauts on evacuation alert over air leak'

The four astronauts aboard the International Space Station are on evacuation alert as Russian crewmates work to fix a worsening air leak. NASA is reported to have instructed the astronauts on board the International Space Station (ISS) to be ready to evacuate because of “air leaks”. International media, including the Daily Mail, are reporting the story.

Euronews 4d ago

WWII internment of travellers: French survivors fight for recognition

WWII internment of travellers: French survivors fight for recognition Europe Issued on: Modified: 05:51 min From the show Reading time 1 min Throughout World War II, discriminatory policies saw thousands of Romani, Sinti, Manush, Yenish and travellers displaced across France, imprisoned in vast internment camps and sent to extermination camps in Eastern Europe. Eighty years ago, the last travellers were freed from French internment camps. Our reporters Antonia Kerrigan and Valentine Erba...

France 24 8d ago

UK official holdings of international reserves: May 2026

UK official holdings of international reserves: May 2026 This release details movements in the international reserves of gold and assets held by the UK government. This monthly release shows details of movements in the UK’s official holdings of international reserves, or assets.

GOV.UK Statistics 7d ago

NASA astronauts briefly shelter in 'safe haven' procedure following worsening leaks on International Space Station

NASA astronauts briefly shelter in 'safe haven' procedure following worsening leaks on International Space Station A brief leak scare on the International Space Station complicates NASA and Congress' plans to extend the station's lifespan to at least 2032. An emergency evacuation alert given to NASA astronauts aboard the International Space Station (ISS) has been lifted following urgent repairs of leaks within the Russian segment of the orbital laboratory.

Live Science 4d ago

Flotilla activists take evidence of alleged abuse to international court

Flotilla activists take evidence of alleged abuse to International Criminal Court Sun 31 May 2026 at 11:36am In short: Eleven Australians detained by Israeli forces while attempting to deliver aid to Gaza have submitted evidence to the International Criminal Court alleging abuse, torture and other violations during their detention. The allegations have not yet been tested in court.

ABC Australia 10d ago

NHL redraws ASG to feature international teams

RALEIGH, N.C. -- The NHL All-Star Weekend will have an international hockey flavor after the success of the 4 Nations Face-Off and the Winter Olympics. The 2027 midseason classic, scheduled for Feb. 5-6 at UBS Arena in Elmont, New York, will feature teams representing Canada, Finland, Sweden, the United States and a "World" team comprising international players from countries outside of the other four teams. Deputy commissioner Bill Daly confirmed that Russian players will be permitted on...

ESPN 7d ago

Germany rejects EU request to scrap 'necessary' internal border controls

Ten EU countries currently enforce checks on their internal borders and seven of those say migration is the justification for keeping them in place. Germany’s Interior Minister Alexander Dobrindt pushed back against an EU request that the country scrap internal border checks, arguing that they remain "necessary." Speaking as EU interior ministers met in Luxembourg on Thursday to discuss the bloc’s recent migration pact, Dobrindt said his country’s border checks are “working.”

Euronews 5d ago

Western Sydney International Airport opening date announced

Opening date for passengers at Western Sydney International Airport announced Tue 9 Jun 2026 at 10:06pm In short: Western Sydney International Airport will welcome its first passengers on October 25. Jetstar will operate the airport's first commercial passenger flight with an Airbus A320 jetting off to the Gold Coast. A metro line was supposed to open at the same time as the airport, but NSW Premier Chris Minns has said it could be delayed until 2028.

ABC Australia 1d ago

Universities face international student ban if visa abuse is suspected

Universities face international student ban if visa abuse is suspected More than 10,000 people on a study visa went on to claim asylum in the UK last year - Bookmark - CommentsGo to comments Universities will be stripped of the right to recruit international students if too many drop out from their courses over fears they are being exploited for visa abuse. In a bid to bring down asylum claims from students further, the Home Office unveiled the reforms on Thursday, saying they would “tighten...

The Independent UK 6d ago