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<?xml version="1.0" encoding="UTF-8" ?>
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<h2>Recent Exciting Things!</h2>
<a href="https://transformer-circuits.pub/">
<div class="post">
<img img style="width:95%; height: 50%; margin-left: 3%; margin-top: 25%; margin-bottom: 25%;"
src="images/post-covers/transformer-circuits-2.png">
<h3 style="margin-top:16px; font-size:100%;">Transformer Circuits</h3>
</div>
</a>
<a href="https://distill.pub/2021/multimodal-neurons/">
<div class="post">
<img style="width:95%; height: 95%; margin-left: 2.5%; margin-top: 2.5%; margin-bottom: 2.5%;"
src="images/post-covers/multimodal2.png">
<h3 style="margin-top:16px; font-size:100%;">Multimodal Neurons</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2020/circuits/zoom-in/">
<div class="post">
<img style="width:94%; height: 94%; margin-left: 3%; margin-top: 15%; margin-bottom: 15%;"
src="images/post-covers/circuits.png">
<h3 style="margin-top:16px; font-size:100%;">Circuits</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<br style="clear:left;">
<h2>Neural Networks (General)</h2>
<br>
<a href="posts/2014-03-NN-Manifolds-Topology/">
<div class="post">
<img src="images/post-covers/topology.png">
<h3>Neural Networks, Manifolds, and Topology</h3>
</div>
</a>
<a href="posts/2014-07-NLP-RNNs-Representations/">
<div class="post">
<img style="padding-top: 30px; padding-bottom:15px;"
src="posts/2014-07-NLP-RNNs-Representations/img/Mikolov-GenderVecs.png">
<h3>Deep Learning, NLP, and Representations</h3>
</div>
</a>
<a href="posts/2015-08-Backprop/">
<div class="post">
<img style="padding:5px; padding-top: 20px; padding-bottom:20px;"
src="images/post-covers/backprop.png">
<h3>Calculus on Computational Graphs: Backpropagation</h3>
</div>
</a>
<a href="posts/2015-09-NN-Types-FP/">
<div class="post">
<img src="images/post-covers/nn_fp.png">
<h3>Neural Networks, Types, and Functional Programming</h3>
</div>
</a>
<br style="clear:left;">
<h2>Recurrent Neural Networks</h2>
<br>
<a href="posts/2015-08-Understanding-LSTMs/">
<div class="post">
<img style="padding-top: 10px; padding-bottom:10px;" src="images/post-covers/lstm.png">
<h3>Understanding LSTM Networks</h3>
</div>
</a>
<a href="http://distill.pub/2016/augmented-rnns/">
<div class="post">
<img style="width:85%; height: 85%; margin-left: 7.5%; margin-top: 15%; margin-bottom: 21%;"
src="images/post-covers/attention.png">
<h3 style="margin-top:0px; font-size:95%;">Attention and Augmented Recurrent Neural Networks
</h3>
<h4 style="margin-top:8px;"><i>On Distill</i></h4>
</div>
</a>
<br style="clear:left;">
<h2>Convolutional Neural Networks</h2>
<br>
<a href="posts/2014-07-Conv-Nets-Modular/">
<div class="post">
<img style="padding: 8px;" src="posts/2014-07-Conv-Nets-Modular/img/fig.png">
<h3>Conv Nets</h3>
<h4>A Modular Perspective</h4>
</div>
</a>
<a href="posts/2014-07-Understanding-Convolutions/">
<div class="post">
<img style="padding: 3px; padding-top: 25px; padding-bottom:25px;"
src="posts/2014-07-Understanding-Convolutions/img/fig.png">
<h3>Understanding Convolutions</h3>
</div>
</a>
<a href="posts/2014-12-Groups-Convolution/">
<div class="post">
<img src="posts/2014-12-Groups-Convolution/img/fig.png">
<h3>Groups & Group Convolutions</h3>
</div>
</a>
<a href="http://distill.pub/2016/deconv-checkerboard/">
<div class="post">
<img style="width:85%; height: 85%; margin-left: 7.5%; margin-top: 7.5%; margin-bottom: 10%;"
src="images/post-covers/upsample.png">
<h3 style="margin-top:0px; font-size:95%;">Deconvolution and Checkerboard Artifacts</h3>
<h4 style="margin-top:8px;"><i>On Distill</i></h4>
</div>
</a>
<br style="clear:left;">
<h2>Visualizing Neural Networks</h2>
<br>
<a href="posts/2014-10-Visualizing-MNIST/">
<div class="post">
<img src="posts/2014-10-Visualizing-MNIST/img/fig.png">
<h3>Visualizing MNIST</h3>
<h4>An Exploration of Dimensionality Reduction</h4>
</div>
</a>
<a href="posts/2015-01-Visualizing-Representations/">
<div class="post">
<img src="posts/2015-01-Visualizing-Representations/img/fig.png">
<h3>Visualizing Representations</h3>
<h4>Deep Learning and Human Beings</h4>
</div>
</a>
<a href="http://googleresearch.blogspot.com/2015/06/inceptionism-going-deeper-into-neural.html">
<div class="post">
<img src="images/post-covers/inceptionism.png">
<h3 style="margin-top:0px;">Inceptionism</h3>
<h4>Going Deeper into Neural Networks</h4>
<h4 style="margin-top:10px;"><i>On the Google Research Blog</i></h4>
</div>
</a>
<a href="https://distill.pub/2016/handwriting/">
<div class="post">
<img style="width:90%; height: 85%; margin-left: 5%; margin-top: 2%; margin-bottom: 5%;"
src="images/post-covers/handwriting.png">
<h3 style="margin-top:0px; font-size:95%;">Four Experiments in Handwriting with a Neural Network
</h3>
<h4 style="margin-top:8px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2017/feature-visualization/">
<div class="post">
<img style="width:90%; height: 90%; margin-left: 5%; margin-top: 5%; margin-bottom: 5%;"
src="images/post-covers/feature-visualization.png">
<h3 style="margin-top:0px; font-size:95%;">Feature Visualization</h3>
<h4>How neural networks build up their understanding of images</h4>
<h4 style="margin-top:8px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2018/building-blocks/">
<div class="post">
<img style="width:90%; height: 90%; margin-left: 5%; margin-top: 5%; margin-bottom: 5%;"
src="images/post-covers/building_blocks.png">
<h3 style="margin-top:4px; font-size:95%;">The Building Blocks of Interpretability</h3>
<h4 style="margin-top:16px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2018/differentiable-parameterizations/">
<div class="post">
<img style="width:90%; height: 90%; margin-left: 5%; margin-top: 3%; margin-bottom: 3%;"
src="images/post-covers/diffparams.jpg">
<h3 style="margin-top:14px; font-size:95%;">Differentiable Image Parameterizations</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2019/activation-atlas/">
<div class="post">
<img style="width:90%; height: 90%; margin-left: 5%; margin-top: 5%; margin-bottom: 5%;"
src="images/post-covers/atlas.png">
<h3 style="margin-top:16px; font-size:95%;">Activation Atlases</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2020/circuits/zoom-in/">
<div class="post">
<img style="width:94%; height: 94%; margin-left: 3%; margin-top: 15%; margin-bottom: 15%;"
src="images/post-covers/circuits.png">
<h3 style="margin-top:16px; font-size:100%;">Circuits</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2020/understanding-rl-vision/">
<div class="post" style="overflow: hidden;">
<img style="width:110%; height: 110%; margin-left: -5%; margin-top: 25%; margin-bottom: 25%;"
src="images/post-covers/understanding-rl2.jpg">
<h3 style="margin-top:16px; font-size:100%;">Understanding RL Vision</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2021/multimodal-neurons/">
<div class="post">
<img img
style="width:95%; height: 95%; margin-left: 2.5%; margin-top: 2.5%; margin-bottom: 2.5%;"
src="images/post-covers/multimodal2.png">
<h3 style="margin-top:16px; font-size:100%;">Multimodal Neurons</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://transformer-circuits.pub/">
<div class="post">
<img img style="width:95%; height: 50%; margin-left: 3%; margin-top: 25%; margin-bottom: 25%;"
src="images/post-covers/transformer-circuits-2.png">
<h3 style="margin-top:16px; font-size:100%;">Transformer Circuits</h3>
</div>
</a>
<br style="clear:left;">
<h2>Individual Circuits Articles</h2>
<br>
<a href="https://distill.pub/2020/circuits/zoom-in/">
<div class="post">
<img style="width:94%; height: 94%; margin-left: 3%; margin-top: 12%; margin-bottom: 12%;"
src="images/post-covers/circuits.png">
<h3 style="margin-top:16px; font-size:100%;">Zoom In: An Introduction to Circuits</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2020/circuits/early-vision/">
<div class="post">
<img style="width:85%; height: 85%; margin-left: 7%; margin-top: 2%; margin-bottom: 2%;"
src="images/post-covers/early.png">
<h3 style="margin-top:16px; font-size:100%;">An Overview of Early Vision in InceptionV1</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2020/circuits/curve-detectors/">
<div class="post">
<img style="width:94%; height: 94%; margin-left: 3%; margin-top: 7%; margin-bottom: 7%;"
src="images/post-covers/curves.png">
<h3 style="margin-top:16px; font-size:100%;">Curve Detectors</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2020/circuits/equivariance/">
<div class="post">
<img style="width:94%; height: 94%; margin-left: 3%; margin-top: 7%; margin-bottom: 10%;"
src="images/post-covers/equivariance.png">
<h3 style="margin-top:16px; font-size:100%;">Naturally Occurring Equivariance in Neural Networks
</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2020/circuits/frequency-edges/">
<div class="post">
<img style="width:90%; height: 90%; margin-left: 3%; margin-top: 10%; margin-bottom: 10%;"
src="images/post-covers/high-low.png">
<h3 style="margin-top:16px; font-size:100%;">High-Low Frequency Detectors</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2020/circuits/curve-circuits/">
<div class="post">
<img style="width:94%; height: 94%; margin-left: 3%; margin-top: 20%; margin-bottom: 20%;"
src="images/post-covers/curve-circuit.png">
<h3 style="margin-top:16px; font-size:100%;">Curve Circuits</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2020/circuits/visualizing-weights/">
<div class="post">
<img style="width:90%; height: 90%; margin-left: 3%; margin-top: 5%; margin-bottom: 10%;"
src="images/post-covers/visualizing-weights.png">
<h3 style="margin-top:16px; font-size:100%;">Visualizing Weights</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<br style="clear:left;">
<h2>Miscellaneous</h2>
<br>
<!--
<a href="https://christopherolah.wordpress.com/2011/08/08/the-real-3d-mandelbrot-set/">
<div class="post">
<img src="images/post-covers/mandelbrot.png">
<h3>The Real 3D Mandelbrot Set</h3>
<h4 style="margin-top:10px;"><i>On my old blog</i></h4>
</div>
</a>
-->
<a href="posts/2014-07-FFN-Graphs-Vis/">
<div class="post">
<img src="posts/2014-07-FFN-Graphs-Vis/img/graph-HP-ships-labeled.png">
<h3>Fanfiction, Graphs, and PageRank</h3>
</div>
</a>
<a href="posts/2015-02-DataList-Illustrated/">
<div class="post">
<img src="images/post-covers/DataList.png">
<h3>Data.List Recursion Illustrated</h3>
</div>
</a>
<a href="posts/2015-09-Visual-Information/">
<div class="post">
<img style="width: 95%; height: 95%; margin-top: 5%;" src="images/post-covers/entropy.png">
<h3>Visual Information Theory</h3>
</div>
</a>
<a href="https://distill.pub/2017/research-debt/">
<div class="post">
<img style="width:100%; height: 100%; margin-left: 0%; margin-top: 8%; margin-bottom: 8%;"
src="images/post-covers/research-debt.png">
<h3 style="margin-top:0px; font-size:95%;">Research Debt</h3>
<h4 style="margin-top:8px;"><i>On Distill</i></h4>
</div>
</a>
<a href="https://distill.pub/2019/paths-perspective-on-value-learning/">
<div class="post">
<img style="width:90%; height: 90%; margin-left: 5%; margin-top: 5%; margin-bottom: 5%;"
src="images/post-covers/td-paths.jpg">
<h3 style="margin-top:16px; font-size:95%;">The Paths Perspective on Value Learning</h3>
<h4 style="margin-top:12px;"><i>On Distill</i></h4>
</div>
</a>
<br style="clear:left;">
<!--
<h2>Non-Technical Commentary</h2>
<a href="https://distill.pub/2017/research-debt/">
<div class="post">
<img style="width:100%; height: 100%; margin-left: 0%; margin-top: 8%; margin-bottom: 8%;"
src="images/post-covers/research-debt.png">
<h3 style="margin-top:0px; font-size:95%;">Research Debt</h3>
<h4 style="margin-top:8px;"><i>On Distill</i></h4>
</div>
</a>
<a href="posts/2019-05-Collaboration/">
<div class="post">
<h3 style="margin-top:60%; margin-bottom:20%; margin-left:10%; margin-right:5%;">Collaboration &
Credit Principles</h3>
</div>
</a>
<a href="posts/2020-05-University/">
<div class="post">
<h3 style="margin-top:60%; margin-bottom:20%; margin-left:10%; margin-right:5%;">Do I Need to Go
to University?</h3>
</div>
</a>
<br style="clear:left;"> -->
<!-- <h2>Traditional Papers</h2>
<br>
<a href="https://arxiv.org/pdf/1507.07998.pdf">
<div class="post">
<img style="padding: 3%; padding-bottom: 0px;" src="images/post-covers/parvecs.png">
<h3>Document embedding with paragraph vectors</h3>
<h4 style="margin-top:8px;"><i>On ArXiv [PDF]</i></h4>
</div>
</a>
<a href="http://download.tensorflow.org/paper/whitepaper2015.pdf">
<div class="post">
<img style="padding-top: 20%; padding-bottom:15%; height:85%; width: 85%; margin-left: 7.5%;"
src="images/post-covers/tensorflow.png">
<h3>TensorFlow: Large-scale machine learning on heterogeneous systems</h3>
<h4 style="margin-top:8px;"><i>On TensorFlow.org [PDF]</i></h4>
</div>
</a>
<a href="https://arxiv.org/pdf/1606.06565.pdf">
<div class="post">
<img style="padding-top: 30%; padding-bottom:20%;" src="images/post-covers/safety.png">
<h3>Concrete Problems in<br> AI Safety</h3>
<h4 style="margin-top:8px;"><i>On ArXiv [PDF]</i></h4>
</div>
</a>
<a href="https://arxiv.org/pdf/1610.09585.pdf">
<div class="post">
<img style="width: 100%; height: 100%; padding: 7%; padding-bottom: 2%; padding-top: 2%;"
src="images/post-covers/acgan.png">
<h3>Conditional Image Synthesis with Auxiliary Classifier GANs</h3>
<h4 style="margin-top:8px;"><i>On ArXiv [PDF]</i></h4>
</div>
</a>
<a href="https://arxiv.org/pdf/1702.07780.pdf">
<div class="post">
<h3 style="margin-top:30%; margin-bottom:20%; margin-left:10%; margin-right:5%;">Changing Model
Behavior at Test-Time Using Reinforcement Learning</h3>
<h4 style="margin-top:8px;"><i>On ArXiv [PDF]</i></h4>
</div>
</a>
<a href="https://arxiv.org/pdf/1802.08768.pdf">
<div class="post">
<h3 style="margin-top:30%; margin-bottom:20%; margin-left:10%; margin-right:5%;">Is Generator
Conditioning Causally Related to GAN Performance?</h3>
<h4 style="margin-top:8px;"><i>On ArXiv [PDF]</i></h4>
</div>
</a>
<br style="clear:left;"> -->
<br>
<style>
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text-align: left;
max-width: 850px;
}
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margin-top: 2px;
margin-bottom: 20px;
max-width: 820px;
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<br>
<div class="section-links-ul"
style="background: #FFF; border-radius: 5px; width: 100%; border: 2px solid black; padding: 20px;">
<h2 style="margin-top: 8px;">Rough Notes</h2>
<p><i>Writing rough notes allows me share more content, since polishing takes lots of time.
While I hope it's useful,
it's
likely lower quality and less carefully considered than my usual articles.</i></p>
<ul>
<li><a href="notes/taste/"><b>Research Taste Exercises</b><br>
Five exercises for building
research taste (and three failure modes).</a></li>
<li><a href="notes/interp-v-neuro/"><b>Interpretability vs Neuroscience</b><br>
Six major
advantages which
make artificial neural networks easier to study than biological ones.</a></li>
<li><a href="notes/bio-analogies/"><b>Analogies between Biology and Deep Learning</b><br>
Unusual analogies between biology and deep learning research.</a></li>
</ul>
</div>
<br>
<div id="personal" class="section-links-ul"
style="background: #FFF; border-radius: 5px; width: 100%; border: 2px solid black; padding: 20px;">
<h2 style="margin-top: 8px;">Personal Writing</h2>
<ul>
<li><a href="personal/micromarriages/"><b>Micromarriages</b><br>
A unit for romantic success (mostly humor).</a></li>
<li><a href="posts/2019-05-Collaboration/"><b>Collaboration & Credit Principles</b><br>
How can we be good stewards of collaborative trust?</a></li>
<li><a href="posts/2020-05-University/"><b>Do I Need to Go to University?</b><br>
Instead of asking “Is university good?”, ask “Do I have something more compelling to do?”</a></li>
<li><a href="personal/Habbema/"><b>Notes on Habbema <i>et al.</i> (2015): "Realizing a Desired Family"</b>
<!--<br>
Notes on a paper that may be useful for those of us interested in having biological children someday.-->
</a></li>
<li><a href="personal/matchmaking/"><b>Matchmaking Party</b><br>
A small amount of time matchmaking might be life changing for our friends. </a></li>
<li><a href="personal/dating/"><b>Dating Info</b><br>
Normal online dating seems pretty suboptimal, so I just wrote a public dating profile.</a></li>
</ul>
</div>
<br>
<div id="selected-threads" class="section-links-ul"
style="background: #FFF; border-radius: 5px; width: 100%; border: 2px solid black; padding: 20px;">
<h2 style="margin-top: 8px;">Selected Twitter Threads</h2>
<p><i>Sometimes I write twitter threads as a low-effort way to express something I'd have
written an essay about if I
had more time.</i></p>
<ul>
<li><a href="https://twitter.com/ch402/status/1407002844847173632"><b>On Wanting Kids</b><br>
I really deeply want to have kids, to an extent I rarely see men talk about.</a></li>
<li><a href="https://twitter.com/ch402/status/1533164918886703104"><b>The Elegance of ML is the Elegance of
Biology</b><br>
One of the main aesthetics driving my research.</a></li>
<li><a href="https://twitter.com/ch402/status/1409530543830536200"><b>The Wonders of Atmospheric
Dynamics</b><br>
Like bio/chem/physics, meteorology has beautiful simple theories.</a></li>
<li><a href="https://twitter.com/ch402/status/1295063684545314818"><b>Research Intimacy</b><br>
Deeply internalizing knowledge and ways of thinking related to a research topic.</a></li>
<!-- <li><a href="https://twitter.com/ch402/status/1348499716611264512"><b>80-20ing Essays with Twitter
Threads</b><br>
Twitter threads: a way to 80/20 essays that you'll never actually get around to writing.</a></li> -->
<li><a href="https://twitter.com/ch402/status/1348498446211112961"><b>Why is fantasy so emotionally compelling
to many of us?</b><br>
Magic as a metaphor for the humane and intimate aspects missing in technology.</a></li>
<li><a href="https://twitter.com/ch402/status/1419404397579145219"><b>Reflections on <i>Gilead</i></b><br>
Thoughts on one of my favorite novels. Kindness, loneliness, and blessing.</a></li>
<li><a href="https://twitter.com/ch402/status/1475215525990920194"><b>Winter in San Francisco</b><br>
San Francisco has seasons. The winter is breathtakingly beautiful.</a></li>
<li><a href="https://twitter.com/ch402/status/1483181616709046273"><b>Integrity and Relationships Based on Values vs
Beliefs</b><br>
Can we reconcile wanting to make those close to us proud with moral independence?</a></li>
<li><a href="https://twitter.com/ch402/status/1516427464049836045"><b>Against Polarization in the “Do Neural Networks
Understand” Debate</b><br>
A lack of nuanced intermediate positions makes this conversation confusing.</a></li>
</ul>
</div>
<br>
<div class="section-links-ul"
style="background: #FFF; border-radius: 5px; width: 100%; border: 2px solid black; padding: 20px;">
<h2 style="margin-top: 8px;">Traditional Papers</h2>
<ul>
<li><a href="https://arxiv.org/pdf/1507.07998.pdf"><b>Document embedding with paragraph vectors</b></a></li>
<li><a href="http://download.tensorflow.org/paper/whitepaper2015.pdf"><b>TensorFlow: Large-scale machine
learning on heterogeneous systems</b></a></li>
<li><a href="https://arxiv.org/pdf/1606.06565.pdf"><b>Concrete Problems in AI Safety</b></a></li>
<li><a href="https://arxiv.org/pdf/1610.09585.pdf"><b>Conditional Image Synthesis with Auxiliary Classifier
GANs</b></a></li>
<li><a href="https://arxiv.org/pdf/1702.07780.pdf"><b>Changing Model Behavior at Test-Time Using Reinforcement
Learning</b></a>
</li>
<li><a href="https://arxiv.org/pdf/1802.08768.pdf"><b>Is Generator Conditioning Causally Related to GAN
Performance?</b></a>
</li>
</ul>
</div>
<br>
<br>
<br>
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