Countering Mainstream Bias via End-to-End Adaptive Local Learning: Adaptive Local Learning

Table of Links Abstract and 1 Introduction 2 Preliminaries 3 End-to-End Adaptive Local Learning 3.1 Loss-Driven Mixture-of-Experts 3.2 Synchronized Learning via Adaptive Weight 4 Debiasing Experiments and 4.1 Experimental Setup 4.2 Debiasing Performance 4.3 Ablation Study 4.4 Effect of the Adaptive Weight Module and 4.5 Hyper-parameter Study 5 Related Work 6 Conclusion, Acknowledgements, and References … Read more

Grafana Labs raises $270M

Grafana Labs, the open-source company that probably powers at least a few operational dashboards in your company, today announced the completion of a primary and secondary transaction worth about $270 million, with the proceeds going to the company and some of its stockholders. The company describes this as an extension to its $240 Series D … Read more

Ring’s budget battery doorbell can now see packages left on your porch

Ring has updated its entry-level wireless doorbell with a new field of view showing more vertical space around your door. | Image: Ring Ring has refreshed its entry-level battery-powered doorbell camera, bringing a new head-to-toe view to better capture footage of packages on your porch. According to the company, the Ring Battery Doorbell ($99.99) also … Read more

UK’s competition authority ends probes of Apple and Google but will use incoming powers to ‘resolve app store concerns’

Apple and Google can take a breath after the U.K. competition watchdog announced Wednesday it’s closing a pair of investigations into their respective mobile app ecosystems, citing administrative priorities. Since March 2021, the U.K. regulator had been investigating Apple’s conduct in relation to the distribution of apps on its iOS and iPadOS mobile devices, with … Read more

Story raises $83M at $2.25B valuation to build a blockchain for the business of content IP in the age of AI

AI giants like Anthropic, OpenAI and Stability AI have faced a lot of heat over how they’ve scraped data and rode rough-shod over others’ intellectual property when training and operating their foundational models. Now, a startup called Story — which today is announcing $83 million in funding — is bidding to rebalance the scales with … Read more

Countering Mainstream Bias via End-to-End Adaptive Local Learning: Preliminaries

Table of Links Abstract and 1 Introduction 2 Preliminaries 3 End-to-End Adaptive Local Learning 3.1 Loss-Driven Mixture-of-Experts 3.2 Synchronized Learning via Adaptive Weight 4 Debiasing Experiments and 4.1 Experimental Setup 4.2 Debiasing Performance 4.3 Ablation Study 4.4 Effect of the Adaptive Weight Module and 4.5 Hyper-parameter Study 5 Related Work 6 Conclusion, Acknowledgements, and References … Read more

Lucid CEO calls EV market softness ‘a temporary blip’ and says hybrids are a dead end

Lucid Motors CEO Peter Rawlinson demonstrating the Gravity SUV’s front trunk seating. | Image: Tim Stevens Different brands do different things under the hoods of their EVs. Some fill that space with inverters and high-voltage cabling. Others carve out a cubby of extra storage, the frunk that many EV aficionados demand but few actually use. … Read more