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Eleventh Annual Industry Day

machine learning researchers, quantum computing researchers, privacy engineers, compiler and language designers, applied cryptographers, systems engineers, data scientists

kilobyte zkSNARK proofs; witness encrypted transactions; compressed oracles QMA vs QCMA; matrix multiply energy gap; private aggregation PREAMBLE; shuffle model messaging bounds; judgmental forecasting with LLMs; federated Byzantine agreement quorum slices; history independent dictionary layouts; adjoint free elliptic PDE preconditioning; Trotter step partition interpolation; explore then exploit diffusion decoding

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Program PresentationsSanjam Garg, Umesh Vazirani, JM Landsberg, Kirk Pruhs, Nati Srebro, Jim Demmel01h 23m
Three concrete takeaways: kilobyte zkSNARK proofs let a cellphone verify a year‑long computation in under a second and power rollups; multi‑party computation…
Talk on
Industry PresentationsHilal Asi, Rohan Alur, Kostas Kollias, Giuliano Losa, Horst Simon, Vigyan Singhal01h 07m
Private aggregation proposes PREAMBLE: ~100x less communication than Gaussian, shows shuffle-model needs roughly d messages per user or utility collapses, and…
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Lightning Talks by Simons Institute FellowsHanna Komlós, Diana Halikias, Naama Ben-David, Tegan Wilson, Robert Andrews, Kevin Pratt01h 12m
History-independence claims give canonical memory layouts for dictionaries that match usual performance via random priorities and extend to external memory…
Lightning on
Short Industry Talks pt. 1Gumaro Rendon, Anderson C A Nascimento31m
Implements a method to estimate the canonical partition function by interpolating outcomes from several Trotter step sizes to extrapolate zero-step exponential…
Talk on
Short Industry Talks pt.2Jiantao Jiao, Jack Ma37m
New decoding rule for discrete diffusion language models claims to beat confidence-based parallel sampling by explore-then-exploit selection of high-entropy…
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Industry Presentations pt. 2Horst Simon13m
ADIA Lab is a computational and data science center set up in December 2022 focusing on climate, health, materials and the digital economy, operating at arm’s…
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