activity
20122021
most citedCombinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning

140 citations · 200 across the 9 of their papers we have counts for

collaborators

10 papers

cs.IR2021★ 3 cited

Recommending POIs for Tourists by User Behavior Modeling and Pseudo-Rating

Kun Yi, Ryu Yamagishi, Taishan Li +2

POI recommendation is a key task in tourism information systems. However, in contrast to conventional point of interest (POI) recommender systems, the available data is extremely s…

cs.IR2020

Dual Attention Model for Citation Recommendation

Yang Zhang, Qiang Ma

Based on an exponentially increasing number of academic articles, discovering and citing comprehensive and appropriate resources has become a non-trivial task. Conventional citatio…

cs.LG2020

Learning to Solve Combinatorial Optimization Problems on Real-World Graphs in Linear Time

Iddo Drori, Anant Kharkar, William R. Sickinger +7

Combinatorial optimization algorithms for graph problems are usually designed afresh for each new problem with careful attention by an expert to the problem structure. In this work…

cs.CR2020★ 6 cited

Voice-Indistinguishability: Protecting Voiceprint in Privacy-Preserving Speech Data Release

Yaowei Han, Sheng Li, Yang Cao +2

With the development of smart devices, such as the Amazon Echo and Apple's HomePod, speech data have become a new dimension of big data. However, privacy and security concerns may…

cs.IR2020★ 4 cited

Citation Recommendations Considering Content and Structural Context Embedding

Yang Zhang, Qiang Ma

The number of academic papers being published is increasing exponentially in recent years, and recommending adequate citations to assist researchers in writing papers is a non-triv…

cs.LG2019★ 140 cited

Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning

Qiang Ma, Suwen Ge, Danyang He +2

In this work, we introduce Graph Pointer Networks (GPNs) trained using reinforcement learning (RL) for tackling the traveling salesman problem (TSP). GPNs build upon Pointer Networ…

cs.SI2014★ 2 cited

Modeling Collaboration in Academia: A Game Theoretic Approach

Graham Cormode, Qiang Ma, S. Muthukrishnan +1

In this work, we aim to understand the mechanisms driving academic collaboration. We begin by building a model for how researchers split their effort between multiple papers, and h…

cs.DB2014

Frugal Streaming for Estimating Quantiles:One (or two) memory suffices

Qiang Ma, S. Muthukrishnan, Mark Sandler

Modern applications require processing streams of data for estimating statistical quantities such as quantiles with small amount of memory. In many such applications, in fact, one…

cs.CY2014★ 45 cited

Adscape: Harvesting and Analyzing Online Display Ads

Paul Barford, Igor Canadi, Darja Krushevskaja +2

Over the past decade, advertising has emerged as the primary source of revenue for many web sites and apps. In this paper we report a first-of-its-kind study that seeks to broadly…

cs.DL2012

Socializing the h-index

Graham Cormode, Qiang Ma, S. Muthukrishnan +1

A variety of bibliometric measures have been proposed to quantify the impact of researchers and their work. The h-index is a notable and widely-used example which aims to improve o…