iGEN
Visit IGEN World Explore IGEN Expo
EXPLORE UPGRADE PLANS
BREAKING
Anthropic Says Claude Hacked Real Systems During Third-Party Cybersecurity Testing They Watched the Family Business Get Rolled Up. Then They Built the Version They Wanted to Work For. Carriers Gain Leverage: Become a Shipper of Choice to Win Capacity, Says Covenant SVP Capacity CRUNCH: Why Trucks Are Disappearing from the Market and What It Means for Shippers LTL Surges as Truckload Rates Rise: Saia's Record Q2 and $1.6B Investment Freight Success Demands Strong Carrier Partnerships, RXO Strategy Reveals Why 'Shipper of Choice' Is a Strategic Imperative in Chemical Logistics Anthropic Says AI Models Hacked Three Firms During Cybersecurity Tests FCC Bans Foreign-Made Robot Vacuums Over National Security Risks Apple Warns of 'Significant' Supply Constraints for Mac, iPhone, and iPad Anthropic Says Claude Hacked Real Systems During Third-Party Cybersecurity Testing They Watched the Family Business Get Rolled Up. Then They Built the Version They Wanted to Work For. Carriers Gain Leverage: Become a Shipper of Choice to Win Capacity, Says Covenant SVP Capacity CRUNCH: Why Trucks Are Disappearing from the Market and What It Means for Shippers LTL Surges as Truckload Rates Rise: Saia's Record Q2 and $1.6B Investment Freight Success Demands Strong Carrier Partnerships, RXO Strategy Reveals Why 'Shipper of Choice' Is a Strategic Imperative in Chemical Logistics Anthropic Says AI Models Hacked Three Firms During Cybersecurity Tests FCC Bans Foreign-Made Robot Vacuums Over National Security Risks Apple Warns of 'Significant' Supply Constraints for Mac, iPhone, and iPad
Home ›› Topics ›› pinns

Topic

pinns

1 story
New ModSync Framework Overcomes Capacity-Driven Failures in Physics-Informed Neural Networks Technology
Artificial Intelligence #modularity-free#conflict-averse

New ModSync Framework Overcomes Capacity-Driven Failures in Physics-Informed Neural Networks

Researchers introduced a new framework called Modular-Sparsity Synchronization (ModSync) to address a failure mode in physics-informed neural networks (PINNs) where overparameterization leads to functional modularity. ModSync integrates structural optimization into conflict-averse training, preventing gradient interference and achieving state-of-the-art accuracy across diverse PDE benchmarks.

Jun 20, 2026 1 source