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Unsupervised Partner Design Enables Robust Ad-hoc Teamwork

arXiv:2508.06336v2 Announce Type: replace Abstract: We introduce Unsupervised Partner Design (UPD), a population-free multi-agent reinforcement learning method for robust ad-hoc teamwork. UPD generates training partners on-the-fly and selects them adaptively based on a learnability criterion, removing the need for pre-trained partner populations or manual parameter tuning. We show that this simple mechanism enables effective partner diversity and can be extended to joint partner-environment...

arXiv CS 1d ago

Electrician guilty of murdering partner before blowing up their London home

Electrician guilty of murdering partner before blowing up their London home The trial heard damning evidence that George – despite his denials – was an aggressive and bullying partner - Bookmark An electrician who stabbed his partner to death in a frenzied rage before blowing up their home in a gas explosion has been found guilty of murder. Clifton George, 45, killed his partner Annabel Rook, 46, by stabbing her 31 times during a row at their east London home after she had said they should...

The Independent UK 7d ago

Entrepreneur loses court battle over £1m fortune after judge rules late partner’s family ‘mattered more’ to him

Entrepreneur loses court battle over £1m fortune after judge rules late partner’s family ‘mattered more’ to him Tibor Matyas had sought maintenance from fashion guru Chris Liu’s estate - Bookmark The partner of a millionaire man-bag designer has lost a High Court battle over his late partner’s £1m fortune, after a judge concluded the fashion guru's family "mattered more" to him. Tibor Matyas, described as Chris Liu's "romantic and business partner", had sought maintenance from Mr Liu’s...

The Independent UK 2d ago

ASIC names two KPMG partners it is formally investigating over audit scandal

ASIC names two KPMG partners it is formally investigating over audit scandal Fri 5 Jun 2026 at 5:15pm In short: ASIC has named KPMG's former chief operating officer Eileen Hoggett and audit partner Paul Rogers as two of the individuals it is investigating over the audit scandal. ASIC told a Senate estimates committee today it was formally investigating KPMG and that it still had eight current contracts with the firm. Current and former KPMG partners will appear before a parliamentary inquiry...

ABC Australia 5d ago

Trump Unveils New Tariff Plan for Trade Partners

The US is proposing new tariffs of at least 10% on imports from most major trading partners, citing forced-labor practices. The 10% rate would apply to partners who prohibit forced labor imports, such as Canada, Mexico, the EU, Taiwan, and the UK. Ryan Majerus, Partner: International Trade Team at King & Spalding, discusses the path ahead for tariffs, Section 301 investigations, and where refunds stand.

Bloomberg Markets 6d ago

Wyatt-Hodge expecting 'fireworks' from struggling opening partner Dunkley

England vs India: Danni Wyatt-Hodge expecting 'fireworks' from struggling opening partner in T20 series decider Danni Wyatt-Hodge has backed her opening partner Sophia Dunkley to rediscover her form ahead of England's T20 World Cup Campaign; watch England's third T20 international versus India, live on Sky Sports Cricket on Tuesday from 6pm (first ball 6.30pm) Monday 1 June 2026 23:17, UK England opener Danni Wyatt-Hodge is expecting "fireworks" from her struggling opening partner Sophia...

Sky Sports Football 8d ago

Partners Group warns it could cap more fund withdrawals after triggering private equity rout

Partners Group is prepared to restrict investor withdrawals across more of its funds, the Swiss private markets giant said Thursday, after capping redemptions in one of its European vehicles following a surge in exit requests. The Zurich-listed fund manager warned that the spike in client withdrawals that upended private credit markets this year now appears to be spilling over into the private equity space. On Wednesday, Partners Group said it was halting withdrawals from its Global Value...

CNBC 6d ago

Aligned but Not Partner-Specific: Distinguishing How Multimodal LLM Agents Succeed in Reference Games Without Human-Like Conventions

arXiv:2606.08081v1 Announce Type: new Abstract: Repeated reference games test whether interlocutors replace their initially long descriptions with shorter, partner-specific conventions grounded in shared interaction history. Prior work shows that multimodal LLMs fail to become more efficient across rounds, although they align on the labels they use. How can we determine whether this alignment reflects partner-specific grounding rather than a shared task vocabulary?

arXiv CS 1d ago

Dutch police arrest 4 men over drugging, rape of partners

Dutch police arrest 4 men over drugging, rape of partners June 5, 2026Police in the Netherlands have arrested four men who are suspected of drugging and sexually assaulting several women. The alleged victims are believed to be the suspects' partners, Dutch police said Thursday. Police in the Dutch port city of Rotterdam said the men filmed the sexual abuse and shared it online.

Deutsche Welle 5d ago

Woman stabbed by partner 31 times in rage before he blew up their home

Woman stabbed by partner 31 times in rage before he blew up their home Annabel Rook's father retired Old Bailey judge Peter Rook, branded Clifton George 'utterly selfish' while her mother called him 'wicked' An electrician who stabbed a judge's daughter to death in a frenzied rage before blowing up their home in a gas explosion has been jailed for life. Clifton George, 45, killed his partner Annabel Rook, 46, by stabbing her 31 times during a row at their east London home after she had said...

Daily Mirror 1d ago