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most citedMultitask Prompted Training Enables Zero-Shot Task Generalization

563 citations

Showing 2017Show all

6 papers · 1 filter

stat.ML2017★ 9 cited

Fair Forests: Regularized Tree Induction to Minimize Model Bias

Edward Raff, Jared Sylvester, Steven Mills

The potential lack of fairness in the outputs of machine learning algorithms has recently gained attention both within the research community as well as in society more broadly. Su…

quant-ph2017★ 16 cited

Heterogeneous Quantum Computing for Satellite Constellation Optimization: Solving the Weighted K-Clique Problem

Gideon Bass, Casey Tomlin, Vaibhaw Kumar +2

NP-hard optimization problems scale very rapidly with problem size, becoming unsolvable with brute force methods, even with supercomputing resources. Typically, such problems have…

gr-qc2017★ 20 cited

Inequivalent coherent state representations in group field theory

Alexander Kegeles, Daniele Oriti, Casey Tomlin

In this paper we propose an algebraic formulation of group field theory and consider non-Fock representations based on coherent states. We show that we can construct representation…

quant-ph2017★ 107 cited

Quantum Annealing for Combinatorial Clustering

Vaibhaw Kumar, Gideon Bass, Casey Tomlin +1

Clustering is a powerful machine learning technique that groups "similar" data points based on their characteristics. Many clustering algorithms work by approximating the minimizat…

cs.CR2017★ 46 cited

Lempel-Ziv Jaccard Distance, an Effective Alternative to Ssdeep and Sdhash

Edward Raff, Charles K. Nicholas

Recent work has proposed the Lempel-Ziv Jaccard Distance (LZJD) as a method to measure the similarity between binary byte sequences for malware classification. We propose and test…

cs.CV2017★ 81 cited

ME R-CNN: Multi-Expert R-CNN for Object Detection

Hyungtae Lee, Sungmin Eum, Heesung Kwon

We introduce Multi-Expert Region-based Convolutional Neural Network (ME R-CNN) which is equipped with multiple experts (ME) where each expert is learned to process a certain type o…