Maxine Joselow
Posted: Sun Apr 03, 2022 9:34 pm
[b]Maxine Joselow [/b] Bring Them Home
The regularization will be directly imposed on the video and text features, which is different from the video-text feature aggregation by the conventional “joint-encoder”. Therefore, the proxy BridgeFormer only serves for the pre-training step and can be seamlessly removed for downstream retrieval, rendering a flexible and efficient model like the conventional “dual-encoder” methods, i.e., the similarity between video and text representations can be directly measured via dot product. Our contributions are three-fold. 1) We introduce a novel pretext task, Multiple Choice Questions (MCQ), for video-text pre-training to receive the benefits of both “dual-encoder” and “joint-encoder” methods, i.e., enhancing fine-grained semantic associations between video and text features at the same time preserving high retrieval efficiency. 2) We propose a parametric module, dubbed as BridgeFormer, to realize the pretext task of MCQ, with which the video encoder is trained to be more aware of regional objects and temporal dynamics, and the associations between local video-text features are established. Since the BridgeFormer will be removed on downstream tasks, we do not increase any additional parameters or computational overhead for retrieval compared to vanilla backbones.
Russia, according to Tuchynov, has also fielded four guided-missile brigades in the region. The brigades, he says, are armed with Iskander-K cruise missile systems, which have a range of up to 2,500 kilometers. Apart from investing in conventional arms, Russia is also enhancing its hybrid warfare capabilities, "including terror attacks and subversive actions," in Ukraine, Turchynov said. First Deputy Head of the Ukrainian Security Service (SBU), Viktor Kononenko, also recently reported that Russia might be planning another attempt to destabilize Ukraine in the fall. He said that the SBU has information on Russia's plans, including "the existence of a group in Putin's entourage, which has as goal to create prerequisites for the introduction of Russian troops to Ukraine in autumn under the pretext of protecting the Russian-speaking population". The war in Ukraine has already exacted a steep price. On April 21, UN representative to Ukraine, Neal Walker, announced that, "After four years of conflict, 3.4 million people in Ukraine are struggling to cope with the impact of the humanitarian crisis and urgently require humanitarian assistance and protection".
The Electronic Colloquium on Computational Complexity (ECCC) welcomes papers, short notes and surveys with relevance to the theory of computation. Hypercomputation Research Network -- The study of computation beyond that defined by the Turing machine, also known as super-Turing, non-standard or non-recursive computation. Links to people, resources and discussions. SAT Live! -- A collection of up-to-date links about the satisfiability problem (solvers, benchmarks, articles). A discussion forum is available as well. Roberto Bayardo's Resources -- Includes the relsat SAT solver and related papers. Problem Solving Environments Home Page -- This site contains information about Problem Solving Environments (PSEs), research, publications, and information on topics related to PSEs. SATLIB - The Satisfiability Library -- A collection of benchmark problems, solvers, and tools. One strong motivation for creating SATLIB is to provide a uniform test-bed for SAT solvers as well as a site for collecting SAT problem instances, algorithms, and empirical characterisations of the algorithms' performance.
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Russia, according to Tuchynov, has also fielded four guided-missile brigades in the region. The brigades, he says, are armed with Iskander-K cruise missile systems, which have a range of up to 2,500 kilometers. Apart from investing in conventional arms, Russia is also enhancing its hybrid warfare capabilities, "including terror attacks and subversive actions," in Ukraine, Turchynov said. First Deputy Head of the Ukrainian Security Service (SBU), Viktor Kononenko, also recently reported that Russia might be planning another attempt to destabilize Ukraine in the fall. He said that the SBU has information on Russia's plans, including "the existence of a group in Putin's entourage, which has as goal to create prerequisites for the introduction of Russian troops to Ukraine in autumn under the pretext of protecting the Russian-speaking population". The war in Ukraine has already exacted a steep price. On April 21, UN representative to Ukraine, Neal Walker, announced that, "After four years of conflict, 3.4 million people in Ukraine are struggling to cope with the impact of the humanitarian crisis and urgently require humanitarian assistance and protection".
The Electronic Colloquium on Computational Complexity (ECCC) welcomes papers, short notes and surveys with relevance to the theory of computation. Hypercomputation Research Network -- The study of computation beyond that defined by the Turing machine, also known as super-Turing, non-standard or non-recursive computation. Links to people, resources and discussions. SAT Live! -- A collection of up-to-date links about the satisfiability problem (solvers, benchmarks, articles). A discussion forum is available as well. Roberto Bayardo's Resources -- Includes the relsat SAT solver and related papers. Problem Solving Environments Home Page -- This site contains information about Problem Solving Environments (PSEs), research, publications, and information on topics related to PSEs. SATLIB - The Satisfiability Library -- A collection of benchmark problems, solvers, and tools. One strong motivation for creating SATLIB is to provide a uniform test-bed for SAT solvers as well as a site for collecting SAT problem instances, algorithms, and empirical characterisations of the algorithms' performance.
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