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09/11/2023
Textbooks Are All You Need II: phi-1.5 technical report
We continue the investigation into the power of smaller Transformer-base...
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03/22/2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4
Artificial intelligence (AI) researchers have been developing and refini...
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02/21/2023
kNN-Adapter: Efficient Domain Adaptation for Black-Box Language Models
Fine-tuning a language model on a new domain is standard practice for do...
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01/01/2023
ReSQueing Parallel and Private Stochastic Convex Optimization
We introduce a new tool for stochastic convex optimization (SCO): a Rewe...
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10/13/2022
Condition-number-independent Convergence Rate of Riemannian Hamiltonian Monte Carlo with Numerical Integrators
We study the convergence rate of discretized Riemannian Hamiltonian Mont...
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08/24/2022
A Slightly Improved Bound for the KLS Constant
We refine the recent breakthrough technique of Klartag and Lehec to obta...
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07/18/2022
Private Convex Optimization in General Norms
We propose a new framework for differentially private optimization of co...
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10/29/2021
Computing Lewis Weights to High Precision
We present an algorithm for computing approximate ℓ_p Lewis weights to h...
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09/21/2020
A Faster Interior Point Method for Semidefinite Programming
Semidefinite programs (SDPs) are a fundamental class of optimization pro...
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04/08/2020
An Improved Cutting Plane Method for Convex Optimization, Convex-Concave Games and its Applications
Given a separation oracle for a convex set K ⊂R^n that is contained in a...
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02/06/2020
Solving Tall Dense Linear Programs in Nearly Linear Time
In this paper we provide an Õ(nd+d^3) time randomized algorithm for solv...
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09/12/2019
The Randomized Midpoint Method for Log-Concave Sampling
Sampling from log-concave distributions is a well researched problem tha...
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07/10/2018
The Kannan-Lovász-Simonovits Conjecture
The Kannan-Lovász-Simonovits conjecture says that the Cheeger constant o...
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06/22/2018
A Nearly-Linear Bound for Chasing Nested Convex Bodies
Friedman and Linial introduced the convex body chasing problem to explor...
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01/23/2013
