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Frontiers | How Organisms Come to Know the World: Fundamental Limits on Artificial General Intelligence

Artificial intelligence has made tremendous advances since its inception about seventy years ago. Self-driving cars, programs beating experts at complex games, and smart robots capable of assisting people that need care are just some among the successful examples of machine intelligence. This kind of progress might entice us to envision a society populated by autonomous robots capable of performing the same tasks humans do in the near future. This prospect seems limited only by the power and complexity of current computational devices, which is improving fast. However, there are several significant obstacles on this path. General intelligence involves situational reasoning, taking perspectives, choosing goals, and an ability to deal with ambiguous information. We observe that all of these characteristics are connected to the ability of identifying and exploiting new affordances-opportunities (or impediments) on the path of an agent to achieve its goals. A general example of an affordan ....

New York , United States , France General , United Kingdom , Columbia University , City Of , East Sussex , Harvard University , O Shagrir Cambridge , Ga Landis Cleveland , Douglas Hofstadter , Delachaux Niestle , Santa Monica , Avida Adami , Robert Rosen , Brian Goodwin , Mm Cirkovic Oxford , Alfred North Whitehead , Maquinasy Seres , Jan Hendirk Hofmeyr , S Schneider Hoboken , E Derohanes Atlanta , Boca Raton , Andrea Loettgers , Roger Penrose , John Searle ,

Frontiers | Western Gull Foraging Behavior as an Ecosystem State Indicator in Coastal California

With accelerating climate variability and change, novel approaches are needed to warn managers of changing ecosystem state and to identify appropriate management actions. One strategy is using indicator species - like seabirds as ecosystem sentinels - to monitor changes in marine environments. Here, we explore the utility of western gullsbreeding on Southeast Farallon Island as a proxy of ecosystem state in coastal California by investigating the interannual variability in gull foraging behavior from 2013-19 in relation to upwelling conditions, prey abundances, and overlap with humpback whales as gulls frequently feed in association with whales. Western gulls have a flexible diet and forage on land and at-sea. We combined gull GPS tracking data during the incubation phase, ecosystem survey data on multiple predator and prey species, and derived oceanographic upwelling products. When foraging at sea, gulls overlapped with cool upwelled waters. During 2015-17, 25% more gull foraging trip ....

Farallon Islands , United States , New York , United Kingdom , Palo Alto , Stanford University , City Of , San Francisco , San Jose State University , San Francisco Bay , Monterey Bay , Northwest Fisheries Science Center , Van Waerebeek , Gull Larus , Santa Cruz Ocean , Pacific Ocean , Wadden Sea , Le Maho , Indian Ocean , El Ksabi , Rr Core Team , Rr Core Team , Farallon Institute , Faction Technology , American Ornithologist Union , Stanford University Press ,