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



  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