California agriculture battered by drought

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[b]California agriculture battered by drought [/b] Appellate court rules Biden can consider climate damage in policymaking

To help understand these dynamics, this brief asks several questions. What are Russian president Vladimir Putin’s objectives? What military options does Russia have, and what might an invasion look like? How should the United States and its allies and partners respond? The brief makes two main arguments. First, if Russia decides to invade Ukraine to reassert Russian control and influence, there are at least three possible axes of advance to seize Ukrainian territory: a northern thrust, possibly attempting to outflank Ukrainian defenses around Kiev by approaching through Belarus; a central thrust advancing due west into Ukraine; and a southern thrust advancing across the Perekop isthmus. Second, if the United States and its European partners fail to deter a Russian invasion, they should support Ukrainian resistance through a combination of diplomatic, military, intelligence, and other means. The United States and its European partners cannot allow Russia to annex Ukraine. The West’s appeasement of Moscow when it annexed Crimea in 2014. Then orchestrated an insurgency in Eastern Ukraine only emboldened Russian leaders.
The video crop as the pseudo-label to supervise the pre-training. Our key contributions are: (1) We introduce AlPro, a video-language pre-training method that is the first to learn effective cross-modal representations from sparse video frames and texts. 2) We introduce a video-text contrastive loss to better align instance-level unimodal representations, thus easing the modeling of cross-modal interaction. 3) We propose a novel visually-grounded pre-training task, prompting entity modeling, that enables the model to capture fine-grained region-entity alignment. 4) We demonstrate the effectiveness of AlPro on both video-text retrieval and videoQA. AlPro significantly improves over previous state-of-the-art methods, for example, achieving 3.0%percent3.03.0%3.0 % and 5.4%percent5.45.4%5.4 % absolute lift in recall scores on the finetuning and zero-shot text-video retrieval task on MSRVTT. Dense versus Sparse Video Representation. Consecutive frames in videos usually contain visually similar information. Such redundancy opens up a research question on how to learn effective video-and-language representations without excessive computation overhead.
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