Lu:The situation China will face in the future will become moreand more complicated.We have more and more tasks to do,just as theChinese poem goes“As one enters the circle of thousands of mountains,one faces another ...Lu:The situation China will face in the future will become moreand more complicated.We have more and more tasks to do,just as theChinese poem goes“As one enters the circle of thousands of mountains,one faces another mountain after passing by one of them.”Lookingfrom the international scene,none of the two issues of peace and devel-opment has been solved.Economic security and military security展开更多
Relations between China and the Philippines have been tense since Chinese surveillance vessels intercepted a Philippine naval ship attempting to harass Chinese fishermen near Huangyan Island
In schools, boys and girls are learning foreign languages. Do you know how many languages there are in the world? There are about one thousand and five hundred. English is one of the most important languages because s...In schools, boys and girls are learning foreign languages. Do you know how many languages there are in the world? There are about one thousand and five hundred. English is one of the most important languages because so many people use it, not only in England and America, but also in other countries展开更多
Advances on bidirectional intelligence are overviewed along three threads,with extensions and new perspectives.The first thread is about bidirectional learning architecture,exploring five dualities that enable Lmser s...Advances on bidirectional intelligence are overviewed along three threads,with extensions and new perspectives.The first thread is about bidirectional learning architecture,exploring five dualities that enable Lmser six cognitive functions and provide new perspectives on which a lot of extensions and particularlly flexible Lmser are proposed.Interestingly,either or two of these dualities actually takes an important role in recent models such as U-net,ResNet,and Dense Net.The second thread is about bidirectional learning principles unified by best yIng-yAng(IA)harmony in BYY system.After getting insights on deep bidirectional learning from a bird-viewing on existing typical learning principles from one or both of the inward and outward directions,maximum likelihood,variational principle,and several other learning principles are summarised as exemplars of the BYY learning,with new perspectives on advanced topics.The third thread further proceeds to deep bidirectional intelligence,driven by long term dynamics(LTD)for parameter learning and short term dynamics(STD)for image thinking and rational thinking in harmony.Image thinking deals with information flow of continuously valued arrays and especially image sequence,as if thinking was displayed in the real world,exemplified by the flow from inward encoding/cognition to outward reconstruction/transformation performed in Lmser learning and BYY learning.In contrast,rational thinking handles symbolic strings or discretely valued vectors,performing uncertainty reasoning and problem solving.In particular,a general thesis is proposed for bidirectional intelligence,featured by BYY intelligence potential theory(BYY-IPT)and nine essential dualities in architecture,fundamentals,and implementation,respectively.Then,problems of combinatorial solving and uncertainty reasoning are investigated from this BYY IPT perspective.First,variants and extensions are suggested for AlphaGoZero like searching tasks,such as traveling salesman problem(TSP)and attributed graph matching(AGM)that are turned into Go like problems with help of a feature enrichment technique.Second,reasoning activities are summarized under guidance of BYY IPT from the aspects of constraint satisfaction,uncertainty propagation,and path or tree searching.Particularly,causal potential theory is proposed for discovering causal direction,with two roads developed for its implementation.展开更多
Keywords are one of the best ways to understand a country.In China,with the rapid development in different areas,the keywords keep changing.ChinAfrica presents a selection of prevailing keywords to help readers unders...Keywords are one of the best ways to understand a country.In China,with the rapid development in different areas,the keywords keep changing.ChinAfrica presents a selection of prevailing keywords to help readers understand China better.展开更多
文摘Lu:The situation China will face in the future will become moreand more complicated.We have more and more tasks to do,just as theChinese poem goes“As one enters the circle of thousands of mountains,one faces another mountain after passing by one of them.”Lookingfrom the international scene,none of the two issues of peace and devel-opment has been solved.Economic security and military security
文摘Relations between China and the Philippines have been tense since Chinese surveillance vessels intercepted a Philippine naval ship attempting to harass Chinese fishermen near Huangyan Island
文摘In schools, boys and girls are learning foreign languages. Do you know how many languages there are in the world? There are about one thousand and five hundred. English is one of the most important languages because so many people use it, not only in England and America, but also in other countries
基金supported by the Zhi-Yuan Chair Professorship Start-up Grant (WF220103010) from Shanghai Jiao Tong University
文摘Advances on bidirectional intelligence are overviewed along three threads,with extensions and new perspectives.The first thread is about bidirectional learning architecture,exploring five dualities that enable Lmser six cognitive functions and provide new perspectives on which a lot of extensions and particularlly flexible Lmser are proposed.Interestingly,either or two of these dualities actually takes an important role in recent models such as U-net,ResNet,and Dense Net.The second thread is about bidirectional learning principles unified by best yIng-yAng(IA)harmony in BYY system.After getting insights on deep bidirectional learning from a bird-viewing on existing typical learning principles from one or both of the inward and outward directions,maximum likelihood,variational principle,and several other learning principles are summarised as exemplars of the BYY learning,with new perspectives on advanced topics.The third thread further proceeds to deep bidirectional intelligence,driven by long term dynamics(LTD)for parameter learning and short term dynamics(STD)for image thinking and rational thinking in harmony.Image thinking deals with information flow of continuously valued arrays and especially image sequence,as if thinking was displayed in the real world,exemplified by the flow from inward encoding/cognition to outward reconstruction/transformation performed in Lmser learning and BYY learning.In contrast,rational thinking handles symbolic strings or discretely valued vectors,performing uncertainty reasoning and problem solving.In particular,a general thesis is proposed for bidirectional intelligence,featured by BYY intelligence potential theory(BYY-IPT)and nine essential dualities in architecture,fundamentals,and implementation,respectively.Then,problems of combinatorial solving and uncertainty reasoning are investigated from this BYY IPT perspective.First,variants and extensions are suggested for AlphaGoZero like searching tasks,such as traveling salesman problem(TSP)and attributed graph matching(AGM)that are turned into Go like problems with help of a feature enrichment technique.Second,reasoning activities are summarized under guidance of BYY IPT from the aspects of constraint satisfaction,uncertainty propagation,and path or tree searching.Particularly,causal potential theory is proposed for discovering causal direction,with two roads developed for its implementation.
文摘Keywords are one of the best ways to understand a country.In China,with the rapid development in different areas,the keywords keep changing.ChinAfrica presents a selection of prevailing keywords to help readers understand China better.
