~/talks

Adam M. Smith

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titleconferencedate
Distributed Models for Private Analysis of Graph DataTrust in Decentralized Systems 20262026-03-16
Defines a local node-private model where each node randomizes its adjacency list noninteractively and an untrusted aggregator sums reports. Algorithms clip…
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Tutorial: Privacy, Part IFederated and Collaborative Learning Boot Camp 20262026-01-26
Covers rigorous limits and concrete attacks: models repeatedly emit training data (GPT-2 and diffusion memorization, census reconstructions), a classic result…
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Tutorial: Privacy, Part IIFederated and Collaborative Learning Boot Camp 20262026-01-26
Defines differential privacy as an output-distribution bound parametrized by epsilon/delta, proves noise calibrated to global sensitivity (e.g., mean of…
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Tutorial: Privacy, Part IIIFederated and Collaborative Learning Boot Camp 20262026-01-26
DP-SGD suffers from realistic sampling gaps and amplification limits, so the lecture reframes iterative training as continual observation and private release…
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Playable Quotes for Game Boy GamesStrange Loop 20232023-09-21
A working prototype extracts tiny, runnable slices of Game Boy ROMs so moments become a playable quote rather than a giant video clip — typical quotes touch…
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You can do it! Create your first gameUnity for Humanity Summit 20212021-10-12
Shows how to open Unity, create a cube and ground in seconds, add a directional light and materials, then turn a sphere into a physics object by adding a…
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Node Privacy, High-dimensional Graph Summaries, and Block ModelsPrivacy and the Science of Data Analysis 20192019-04-08
Algorithms for node-level differential privacy that estimate stochastic block model parameters and, in many regimes, match the optimal non-private error…
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Open Problem SessionPrivacy and the Science of Data Analysis 20192019-04-08
Nine eight-minute open problems present concrete conjectures, partial results and explicit gaps: a private VC equivalence conjecture linking private uniform…
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Optimizing AR: how to extend battery life and avoid overheatingUnite LA 20182018-10-23
Unity Profiler shows CPU spend and a physics-heavy demo drops from ~19.5 ms fixed-step spikes to ~4–8 ms after three changes: clamp render to 30 FPS via…
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