the Cooperation of Experts
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Cooperation of Experts: Fusing Heterogeneous Information with Large Margin
Announce Type: replace Abstract: Fusing heterogeneous information remains a persistent challenge in modern data analysis. While significant progress has been made, existing approaches often fail to account for the inherent heterogeneity of object patterns across different semantic spaces. To address this limitation, we propose the Cooperation of Experts (CoE) framework, which encodes multi-typed information into unified heterogeneous multiplex networks.
Cooperation of Experts: Fusing Heterogeneous Information with Large Margin
arXiv:2505.20853v3 Announce Type: replace Abstract: Fusing heterogeneous information remains a persistent challenge in modern data analysis. While significant progress has been made, existing approaches often fail to account for the inherent heterogeneity of object patterns across different semantic spaces. To address this limitation, we propose the Cooperation of Experts (CoE) framework, which encodes multi-typed information into unified heterogeneous multiplex networks.
Expert Merging in Sparse Mixture of Experts with Nash Bargaining
arXiv:2510.16138v2 Announce Type: replace Abstract: Existing expert merging strategies for Sparse Mixture of Experts (SMoE) typically rely on input-dependent or input-independent averaging of expert parameters, but often lack a principled weighting mechanism. In this work, we reinterpret expert merging through the lens of game theory, revealing cooperative and competitive dynamics among experts. Based on this perspective, we introduce Nash Merging of Experts (NAMEx), a novel framework that...
Portugal World Cup 2026 team guide
A last World Cup – surely – for Cristiano Ronaldo, and Portugal are in great shape for a long run in the competitionThis article is part of the Guardian’s 2026 World Cup Experts’ Network, a cooperation between some of the best media organisations from the 48 countries who qualified. theguardian.com is running previews from three countries each day in the run-up to the tournament kicking off on 11 June.
Argentina World Cup 2026 team guide
Lionel Scaloni’s strong, confident squad are no longer reliant on Messi as they target back-to-back World Cup titlesThis article is part of the Guardian’s 2026 World Cup Experts’ Network, a cooperation between some of the best media organisations from the 48 countries who qualified. theguardian.com is running previews from three countries each day in the run-up to the tournament kicking off on 11 June.
Iraq World Cup 2026 team guide
Graham Arnold’s team have overcome adversity on and off the pitch, but may benefit from the pressure being off them in a tough groupThis article is part of the Guardian’s 2026 World Cup Experts’ Network, a cooperation between some of the best media organisations from the 48 countries who qualified. theguardian.com is running previews from three countries each day in the run-up to the tournament kicking off on 11 June Continue reading...
Uruguay World Cup 2026 team guide
Uruguayans hope Marcelo Bielsa will have less of a rollercoaster of results so Federico Valverde can inspire them to reach the latter stagesThis article is part of the Guardian’s 2026 World Cup Experts’ Network, a cooperation between some of the best media organisations from the 48 countries who qualified. theguardian.com is running previews from three countries each day in the run-up to the tournament kicking off on 11 June.
Austria World Cup 2026 team guide
Established squad stays true to Ralf Rangnick’s methods with Konrad Laimer and bright new talent Paul Wanner lending some star qualityThis article is part of the Guardian’s 2026 World Cup Experts’ Network, a cooperation between some of the best media organisations from the 48 countries who qualified. theguardian.com is running previews from three countries each day in the run-up to the tournament kicking off on 11 June.
France World Cup 2026 team guide
Kylian Mbappé, Ousmane Dembélé and Michael Olise have the attacking power to shred opponents but will Didier Deschamps let them off the leash?This article is part of the Guardian’s 2026 World Cup Experts’ Network, a cooperation between some of the best media organisations from the 48 countries who qualified. theguardian.com is running previews from three countries each day in the run-up to the tournament kicking off on 11 June.
USA World Cup 2026 team guide
Optimism is not high for Mauricio Pochettino’s co-hosts, who are under pressure to justify fans’ considerable outlay on ticketsThis article is part of the Guardian’s 2026 World Cup Experts’ Network, a cooperation between some of the best media organisations from the 48 countries who qualified. theguardian.com is running previews from three countries each day in the run-up to the tournament kicking off on 11 June.