Papers That Wrecked My Sleep

Marcus Ellison

@latecheckoutmarc

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Not a syllabus, not a flex, just the academic papers that lived rent-free in my brain during Red Line commutes. Mix of CS/product nerd stuff and a few Chicago-flavored curveballs because apparently urban economists love writing about the Bean. Read the abstract, feel smart, forget the math by Belmont stop.

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Papers That Wrecked My Sleep — 10 items
Name	Paper	Field	My Take
1Attention Is All You Need	Vaswani et al., 2017 — introduced the Transformer architecture	Machine Learning / NLP	Every AI product meeting I've sat through since 2020 traces back to this. It's the Jordan of papers — everyone's still trying to be like it.
2A Mathematical Theory of Communication	Claude Shannon, 1948 — founding paper of information theory	Information Theory	Wild that the guy basically invented the bit and then went home to juggle and ride a unicycle. Absolute unit of a nerd, respect.
3The Use of Knowledge in Society	Friedrich Hayek, 1945 — American Economic Review	Economics	U of C econ types treat this like scripture. I just think about it every time the CTA app lies to me about bus arrival times.
4Amazon.com Recommendations: Item-to-Item Collaborative Filtering	Linden, Smith, York, 2003 — IEEE Internet Computing	Recommender Systems	The reason your cart is full of stuff you didn't ask for. As a PM I have deep respect and deep resentment simultaneously.
5MapReduce: Simplified Data Processing on Large Clusters	Dean & Ghemawat, 2004 — Google research paper	Distributed Systems	Every data eng I've worked with quotes this like it's the Bible. Honestly it kind of is.
6Cognitive Biases in Sports Decision Making	Various behavioral economics papers on referee and coach bias	Behavioral Economics / Sports	Explains every questionable 4th down call the Bears have made since I was in middle school. Science confirms: coaches choke too.
7On the Origin of Species (selected chapters, academic reprint)	Charles Darwin, 1859 — foundational biology text, still assigned academically	Evolutionary Biology	Not gonna lie, read this on a beach at Montrose and felt weirdly emotional. Nature's product roadmap, no PM required.
8The Bystander Effect: Latane and Darley's Original Studies	Latane & Darley, 1968 — Journal of Personality and Social Psychology	Social Psychology	Thought about this hard during a CTA platform incident nobody helped with. Uncomfortable read, important one.
9Efficient Estimation of Word Representations in Vector Space	Mikolov et al., 2013 — introduced word2vec	Machine Learning / NLP	King minus man plus woman equals queen. Still the cleanest party trick in all of ML, change my mind.
10A Theory of Human Motivation	Abraham Maslow, 1943 — Psychological Review	Psychology	Every roadmap prioritization debate I've had is secretly just Maslow's pyramid with more Jira tickets.

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