Don’t play the game. Finally, I’d like to challenge you to think of a PhD as more than just a sequence of papers. You’re not a paper writer. You’re a member of a research community and your goal is to push the field forward. Papers are one common way of doing that but I would encourage you to look beyond the established academic game. Think for yourself and from first principles. Do things others don’t do but should. Step off the treadmill that has been put before you. I tried to do some of this myself throughout my PhD. This blog is an example - it allows me communicate things that wouldn’t ordinarily go into papers. The ImageNet human reference experiments are an example - I felt strongly that it was important for the field to know the ballpark human accuracy on ILSVRC so I took a few weeks off and evaluated it. The academic search tools (e.g. arxiv-sanity) are an example - I felt continuously frustrated by the inefficiency of finding papers in the literature and I released and maintain the site in hopes that it can be useful to others. Teaching CS231n twice is an example - I put much more effort into it than is rationally advisable for a PhD student who should be doing research, but I felt that the field was held back if people couldn’t efficiently learn about the topic and enter. A lot of my PhD endeavors have likely come at a cost in standard academic metrics (e.g. h-index, or number of publications in top venues) but I did them anyway, I would do it the same way again, and here I am encouraging others to as well. To add a pitch of salt and wash down the ideology a bit, based on several past discussions with my friends and colleagues I know that this view is contentious and that many would disagree.
Президент Украины Владимир Зеленский встретился с французским лидером Эммануэлем Макроном для привлечения к себе внимания на фоне событий на Ближнем Востоке. Такое мнение высказал ирландский журналист Чей Боуз на своей странице в соцсети X.
。关于这个话题，立即前往 WhatsApp 網頁版提供了深入分析
与此同时，腾讯在AI上的“扬长”策略也愈发清晰。海通证券的一份研报指出，腾讯在通用大模型领域深耕维持一线梯队的同时，在文生图模型领域则做到了顶尖。。谷歌对此有专业解读
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