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MAdam: Metric-Aware Multi-Objective Adam

Announce Type: new Abstract: Multi-objective optimization (MOO) underlies many machine learning problems, yet MOO solvers across the loss-balancing, gradient-balancing, and Pareto-based families almost universally hand their reconciled directions to Adam~\cite{kingma2015adam}. We show this coupling introduces two systematic gaps between the solver's intent and the optimizer's execution. The first is a \emph{weighting mismatch}: Adam's second-moment denominator entangles the time-varying...

arXiv CS 7d ago

This Singapore showrunner was told she'd never be a good director. Now she's behind award-winning dramas

This Singapore showrunner was told she'd never be a good director. Now she's behind award-winning dramas From being asked to "stick to writing" to turning down golden opportunities to raise her son, The Leap Years' director Jean Yeo reflects on the personal and professional sacrifices behind her decades in Singapore television and film production. On a Thursday morning, Ms Jean Yeo welcomed me into her office dressed in a bright orange top – vibrant and impossible to ignore.

Channel News Asia 11d ago

'Loving' mum-of-two pregnant with baby son killed in horror attack by partner

'Loving' mum-of-two pregnant with baby son killed in horror attack by partner Zak Hughes, 29, killed 27-year old mother-of-two Sarah Montgomery in her home in Donaghadee, Northern Ireland A 29-year-old man has been given a life sentence today after he confessed to murdering his pregnant partner in her home in Northern Ireland. Zak Hughes also admitted a charge of causing the destruction of Sarah Montgomery's unborn child. A statement from the Parish of Donaghadee said: "The tragic nature of...

Daily Mirror 5d ago

Delhi delivery executive delivers vibrator, asks woman, ‘Why this? Use me instead’

When Aditi took the personal massager she had ordered out of the Blinkit bag, the package was unsealed. “As is the drill, I took photos and uploaded them to the app to request a return. A delivery driver arrived to pick it up,” the 36-year-old Delhi resident says.

Times of India 10d ago

Security officer rejects injury payout of more than 6 months' salary to sue employer – and loses the case

Security officer rejects injury payout of more than 6 months' salary to sue employer – and loses the case The judge said that the woman's lawyers did not attempt to prove that her company breached its duty of care. SINGAPORE: A security officer who rejected a work injury compensation worth more than six months of her salary sued her employer for negligence instead. In the end, she lost the suit after a judge found her case "wholly meritless".

Channel News Asia 8d ago

'He knows I helped him': Gehlot on Sachin Pilot, 2022 Rajasthan crisis & a 'big conspiracy'

Former Rajasthan chief minister Ashok Gehlot has revived his long-running political differences with Congress leader Sachin Pilot, saying he remains hurt that Pilot never publicly acknowledged his role in helping him become a Union minister. Speaking in Jaipur, Gehlot said Pilot was aware of the support he had received but chose not to mention it publicly, a grievance that continues to weigh on him. "Sachin Pilot was made a Union Minister, and I helped in that process.

Times of India 2d ago

Salman Khan controls his tears as he attends close friend's funeral with family

Actor Salman Khan, along with members of his family, attended the funeral of their longtime family friend Kumod Raney on Tuesday. Salman was accompanied by his brothers Sohail Khan and Arbaaz Khan, as well as his mother Salma Khan, as the family paid their final respects. The actor appeared visibly emotional after he attended her last rites.

Times of India 1d ago

Marjane Satrapi, Iranian-French cartoonist and filmmaker behind Persepolis, ‘dies of sadness’ aged 56

Marjane Satrapi, Iranian-French cartoonist and filmmaker behind Persepolis, ‘dies of sadness’ aged 56 She died just over a year after the passing of her husband - Bookmark Marjane Satrapi, the acclaimed Iranian-French cartoonist and filmmaker behind the 2007 drama Persepolis, has died at the age of 56. In a statement, the French presidency hailed her passing as “the loss of a leading figure of French culture and an artist devoted to freedom, whose work carried a universal message and earned...

The Independent World 6d ago

From sketch plans to 3D scans: How could new tech change the way Singapore police solved a murder case?

From sketch plans to 3D scans: How could new tech change the way Singapore police solved a murder case? Ten years ago, police used sketches and photographs to reconstruct the crime scene in the Tanah Merah Ferry Terminal murder. But how could 3D scanners and drones have changed the way police solved the case?

Channel News Asia 16h ago

'If Sonia offered, would I refuse?' Gehlot's 'big conspiracy' charge on Cong prez poll

Former Rajasthan chief minister Ashok Gehlot has reignited discussions around the 2022 Congress presidential race and internal party turmoil, saying he would not have refused the top post if offered by Sonia Gandhi and the party leadership. His comments are being seen as reopening old fault lines within the Congress over the leadership transition process that eventually led to Mallikarjun Kharge becoming party chief in October 2022. Speaking to reporters on Sunday, Gehlot questioned the...

Times of India 3d ago