1,862 results for optima · 0.144s

arxiv.org/abs/1104.4646v1

Local Optimality Certificates for LP Decoding of Tanner Codes

We present a new combinatorial characterization for local optimality of a codeword in an irregular Tanner code. The main novelty in this characterization is that it is based on a linear combination of subtrees in the computation trees. These subtrees...

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arxiv.org/abs/1705.07806v1

A unified approach to the design and analysis of AMG

In this work, we present a general framework for the design and analysis of two-level AMG methods. The approach is to find a basis for locally optimal or quasi-optimal coarse space, such as the space of constant vectors for standard discretizations o...

arxiv.org/abs/1704.01701v4

Learning Certifiably Optimal Rule Lists for Categorical Data

We present the design and implementation of a custom discrete optimization technique for building rule lists over a categorical feature space. Our algorithm produces rule lists with optimal training performance, according to the regularized empirical...

arxiv.org/abs/2110.02799v1

Real-time Optimal Landing Control of the MIT Mini Cheetah

Quadrupedal landing is a complex process involving large impacts, elaborate contact transitions, and is a crucial recovery behavior observed in many biological animals. This work presents a real-time, optimal landing controller that is free of pre-sp...

github.com/OptimalScale/LMFlow

OptimalScale/LMFlow

An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All. (⭐ 8490)

arxiv.org/abs/2004.09957v1

Algorithms for slate bandits with non-separable reward functions

In this paper, we study a slate bandit problem where the function that determines the slate-level reward is non-separable: the optimal value of the function cannot be determined by learning the optimal action for each slot. We are mainly concerned wi...

arxiv.org/abs/1601.07163v1

Optimal Auctions with Convex Perceived Payments

Myerson derived a simple and elegant solution to the single-parameter revenue-maximization problem in his seminal work on optimal auction design assuming the usual model of quasi-linear utilities. In this paper, we consider a slight generalization of...

arxiv.org/abs/1005.1059v2

Revenue Optimal Auction for Single-Minded Buyers

We study the problem of characterizing revenue optimal auctions for single-minded buyers. Each buyer is interested only in a specific bundle of items and has a value for the same. Both his bundle and its value are his private information. The bundles...

arxiv.org/abs/2501.08706v1

Optimal control of counter-terrorism tactics

This paper presents an optimal control problem to analyze the efficacy of counter-terrorism tactics. We present an algorithm that efficiently combines the Minimum Principle of Pontryagin, the shooting method and the cyclic descent of coordinates. We...

arxiv.org/abs/2512.13098v1

Convection Effects and Optimal Insulation: Modelling and Analysis

In this paper, we study an insulation problem that seeks to determine the optimal distribution of a given amount $m>0$ of insulating material coating an insulated boundary part $Γ_I\subseteq \partialΩ$ of a thermally conducting body $Ω\subseteq \m...

arxiv.org/abs/2309.16809v1

GraB-sampler: Optimal Permutation-based SGD Data Sampler for PyTorch

The online Gradient Balancing (GraB) algorithm greedily choosing the examples ordering by solving the herding problem using per-sample gradients is proved to be the theoretically optimal solution that guarantees to outperform Random Reshuffling. Howe...

arxiv.org/abs/2201.12900v2

Learning Optimal Topology for Ad-hoc Robot Networks

In this paper, we synthesize a data-driven method to predict the optimal topology of an ad-hoc robot network. This problem is technically a multi-task classification problem. However, we divide it into a class of multi-class classification problems t...