Academic

　　
　　The architecture consists of a contracting path to capture context and a symmetric expanding path that enables precise localization。
　　
　　We propose a novel style of residual connections dubbed “dual residual connection”
　　
　　A widely accepted one is the “unraveled” view proposed by Veit et al
　　
　　We conjecture that this increased number of po- tential interactions between {fi} and {gj}
　　
　　and stochastic variation in the generated images (e.g., freckles, hair), and it enables intuitive, scale-specific control of the synthesis
　　
　　The implications of adding the noise inputs are discussed in Sections 3.2 and 3.3
　　
　　but, in fact, improves it considerably
　　
　　and even accessories such as eyeglasses and hats get successfully synthesized
　　
　　We first propose to assemble self-attention mechanism into a style-agnostic reconstruction autoencoder framework
　　
　　A flexible fusion strategy is further presented to incorporate the salient characteristics from the attention map
　　
　　which allows integrating multiple stroke patterns into different spatial regions of the output image harmoniously
　　
　　Further, the perceived resilience of residual networks raises the question whether the paths are dependent on each other or whether they exhibit a degree of redundancy
　　
　　deleting layers or corrupting paths
　　
　　make residual network apparent by unrolling the recursion into an exponential number of nested terms
　　
　　In the classical visual hierarchy, each layer of processing depends only on the output of the previous layer
　　
　　we did not use any perturbations such as stochastic depth during training
　　
　　that we’re going to begin to see the liberating, nourishing, deeper solutions
　　
　　If one hypothesizes that multiple nonlinear layers can asymptotically approximate complicated functions
　　
　　This reformulation is motivated by the counterintuitive phenomena about the degradation problem
　　
　　Squeeze-and-Excitation Networks
　　
　　explicitly modelling the interdependencies between the channels
　　
　　The structure of the SE building block is depicted in Fig. 1.
　　
　　which produces a channel descriptor by aggregating feature maps across their spatial dimensions 　　
　　it must learn a non-mutually-exclusive relationship
　　
　　3.3 Instantiations
　　
　　The rain distribution parameters and network parameters can be optimized by sequence in each epoch
　　
　　other than to arbitrary domains. Since this KL divergence is not analytically tractable
　　
　　To empirically show the domain transfer capability
　　
　　where α, λ and γ are non-negative trade-off weights
　　

Non-academic

　　I’m guessing it was pretty traumatic to go back and work in the field where he got blown up.
　　
　　herbal remedy like St. John’s Wort, ginkgo biloba
　　
　　be in Cambodia in 2001
　　
　　Your genes can make you more sensitive to these problems, though they don’t write your destiny
　　
　　And my doctor told me a story that I now realize was well-intentioned
　　
　　I got a real boost
　　
　　he developed all the symptoms of classic depression
　　
　　it was hard for him to see it in the throes of his depression
　　
　　he wouldn’t be in this position that was screwing him up so much
　　
　　but what those Cambodian doctors knew intuitively, based on this individual, unscientific anecdote
　　
　　two of the solutions that emerge from them
　　
　　Britain and the rest of Europe are just behind the US, in case anyone here is feeling smug
　　
　　bees evolved to live in a hive, humans evolved to live in a tribe
　　
　　he’s not opposed to chemical antidepressants
　　
　　Lisa had been shut away in her home with crippling depression and anxiety
　　
　　but we’re also going to prescribe something else
　　
　　Lisa literally started vomiting with anxiety, it was so overwhelming for her
　　
　　There was an area behind the doctors’ offices that was just scrubland
　　
　　if you think life is about money, and status and showing off, you’re going to feel like crap
　　
　　but that is the gist of what he said
　　
　　Isn’t this almost like banal, right
　　
　　if we can disrupt that machine
　　
　　how could you dedicate more of your life to pursuing these moments of meaning and purpose,
　　
　　articulate these values
　　
　　How we can eliminate child sexual abuse material from the internet
　　
　　we had only worked on child sex trafficking
　　
　　gone viral
　　
　　child pornography
　　
　　New laws and increased prosecutions made it simply too risky to trade it through the mail
　　
　　National Center for Missing and Exploited Children
　　
　　where they gain rank and notoriety with more abuse and more victims
　　
　　And the details behind these numbers are hard to contemplate
　　
　　abusers have been quick to leverage new technologies
　　
　　Law enforcement works in one jurisdiction
　　
　　We have to redesign our response to this epidemic for the digital age
　　
　　In a silo, it might work for the one agency
　　
　　So our first, most basic premise is that all of this data must be connected
　　
　　And now we’re embarking on that second horizon
　　
　　if technology will allow us to outrun the perpetrators and dismantle the communities that are normalizing child sexual abuse around the world today
　　
　　make sure that their platforms are not complicit in the abuse of a child
　　
　　the will of governments to invest with their law enforcement
　　
　　This audacious commitment is part of that will
　　
　　And yet we still insist, by and large, in thinking that we can understand
　　
　　Now what is extraordinary about this is
　　
　　China’s big, huge, demographically and geographically
　　
　　the fact that China is extremely diverse and very pluralistic