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Fixed Budget is No Harder Than Fixed Confidence in Best-Arm Identification up to Logarithmic Factors
arXiv:2602.03972v3 Announce Type: replace-cross Abstract: The best-arm identification (BAI) problem is one of the most fundamental problems in interactive machine learning, which has two flavors: the fixed-budget setting (FB) and the fixed-confidence setting (FC). For $K$-armed bandits with a unique best arm, the optimal sample complexities for both settings have been settled down, and they match up to logarithmic factors. This prompts an interesting research question about the generic,...
German asylum benefits cuts violate EU law, top court rules
German asylum benefits cuts violate EU law, top court rules June 4, 2026What does a human being need to survive with dignity while they await asylum and to be transferred from one European country to another? That was the question before the judges of European Court of justice (ECJ) as they delivered a ruling on whether benefits provided by Germany fell short of the EU's expectations. The ECJ was asked to interpret the rights of an Afghan asylum-seeker, identified as FB, whose asylum...
Meta's ships facial recognition on smart glasses
Meta's smart glasses companion app ships a complete, dormant face-recognition pipeline on a stock account. Stella is the companion app for Meta's smart glasses. Inspecting version 273.0.0.21 of the Android build (com.facebook.stella ), I found the entire computational and storage stack for on-device facial recognition: three face models, a local database schema, a cosine-similarity vector index dimensioned to match the models, a write path that stages biometric records to disk, a fully wired...
Liverpool SACK Arne Slot as Andoni Iraola lined up as replacement in shock decision
Liverpool SACK Arne Slot as Andoni Iraola lined up as replacement in shock decision Arne Slot has been sacked as Liverpool manager after presiding over a disappointing second season, with recently-departed Bournemouth boss Andoni Iraola in line to replace him Liverpool have decided to sack Arne Slot and want to hire Andoni Iraola as his replacement. Slot had been expected to continue as Reds boss, despite presiding over a disappointing second campaign, but the Dutchman is now being replaced...
Kevin Keegan cancer battle, family statement and Newcastle goodbye wish
Kevin Keegan revealed over the weekend that he has stage four cancer. Keegan’s family first revealed that he had been diagnosed with cancer in January, but it was only over the weekend that the 75-year-old disclosed the full details. Stage four is the most advanced stage of cancer and means the disease has spread to other parts of the body.
Inside Roy Keane's family life as daughter struggles with incurable illness and was left bed-bound
Inside Roy Keane's family life as daughter struggles with incurable illness and was left bed-bound Roy Keane's children have had a busy couple of years in the public eye, with one of the Manchester United legend's daughters at one point confined to her bed with a devastating illness Manchester United icon Roy Keane saw a second of his children marry this week after daughter Leah wed on Tuesday. The second-youngest of Keane's progeny tied the knot with Southampton and England defender Taylor...
Jamie Carragher sends message to Liverpool's next manager after deciding Arne Slot blame
Jamie Carragher sends message to Liverpool's next manager after deciding Arne Slot blame Former Liverpool defender Jamie Carragher has spoken out after the Reds sacked Arne Slot as manager on Saturday less than a week after the season ended Jamie Carragher has admitted he was surprised at the timing of Liverpool's decision to sack Arne Slot and given his verdict on Andoni Iraola potentially taking over. The former defender believes there is blame to be issued across the Reds' hierarchy and...
Second-Best Bilateral Trade is $1/2$ Efficient
arXiv:2606.03849v1 Announce Type: new Abstract: The landmark Myerson-Satterthwaite Theorem establishes a fundamental impossibility in bilateral trade: no Bayesian incentive-compatible mechanism can simultaneously achieve ex-post efficiency, individual rationality, and strong budget balance. We resolve a long-standing open question regarding the efficiency loss imposed by these constraints. Specifically, we prove that the Bayesian-optimal (second-best) mechanism always captures at least half...
Arne Slot writes emotional open letter to Liverpool fans after brutal sack decision
You walk out under that famous sign in the Anfield tunnel, and you feel a mix of emotions. Responsibility, of course. To this club’s great history.
Andoni Iraola leaves Liverpool training ground after striking deal to succeed Arne Slot
Andoni Iraola leaves Liverpool training ground after striking deal to succeed Arne Slot Liverpool are expected to officially announce the appointment of Andoni Iraola as their next manager after the former Bournemouth boss held talks with the club on Thursday Andoni Iraola is poised to be unveiled as Liverpool's new manager after productive talks at the club's training ground on Thursday. Iraola was spotted leaving Liverpool's AXA Training Centre on Thursday after meeting with club chiefs....