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Adversarial Path Sampling for Recommender Systems

IEEE Intelligent Systems, 2021
Generative Adversarial Networks(GANs) have achieved a big success in collaborative ltering(CF). However, existing GAN-based methods in CF still suffer from the high-sparsity and cold-start problems; in addition, they also undergo the issues of excessive space complexity or inadequate training.
Rui Ding 0003   +3 more
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Asymmetry in Coevolving Adversarial Systems

2016 IEEE International Conference on Software Quality, Reliability and Security Companion (QRS-C), 2016
Asymmetries in adversarial systems arise from differences in the "situations" of attackers and defenders, for instance corresponding to differences in information access or cost/benefit tradeoffs. While numerous studies have shown that asymmetry is important, less has been done to rigorously characterize its impact or specify methods by ...
Richard Colbaugh, Kristin Glass
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The Adversary System: Cui Bono?

Annals of Internal Medicine, 1982
Excerpt The article by Richman in this issue(1) provides a dispassionate and objective review of compensation for industrial disease.
W. KEITH, C. MORGAN
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Advocacy and the Adversary System

The Journal of Sociology & Social Welfare, 1987
If advocacy is to be a significant aspect of social work it is necessary to distinguish it from other forms of action in which social workers engage, and it must be practiced methodically. This paper offers an approach to advocacy as a technique applied to conflicts resolved within the adversary system.
Kutchins, Herb, Kutchins, Stuart
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The Adversary System: Role of the Psychiatrist

Journal of Forensic Sciences, 1973
Abstract Forensic psychiatry as a specialty is nonexistent. There is no such sub-specialty recognized within the American Board of Psychiatry and Neurology. Equally as startling within the adversary system is the selection of the so-called forensic psychiatrist.
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The Adversary System: Role of the Criminalist

Journal of Forensic Sciences, 1973
Abstract The basic role of the criminalist is that of assisting in the investigation of an incident by establishing the probability of fact from the physical evidence. At the time of trial he provides to the court, his product, the Truth, by offering opinion testimony and, perhaps, demonstrations to explain exactly what the probative ...
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Information gathering in adversarial systems

Proceedings of the fifteenth annual ACM symposium on Parallel algorithms and architectures - SPAA '03, 2003
In this paper we consider the problem of routing packets to a single destination in a dynamically changing network, where both the network and the packet injections are under adversarial control. Routing packets to a single destination is also known as information gathering.
Kishore Kothapalli, Christian Scheideler
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Adversarial Behavior in Multi-agent Systems

2005
Adversariality of the agents with respect to the multi-agent system can be a serious issue in the design of open multi-agent systems. Until now, many incoherent definitions of such behavior were used, preventing the consolidation of the knowledge about the domain.
Martin Rehák   +2 more
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Adversarial System of Justice

2022
The legal framework of the United States is commonly referred to as an adversarial system. Based on English common law, it established normative procedures that mediate conflicts between opposing parties, with a goal of minimizing the impact of governmental actions on entrenched personal rights.
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Simple routing strategies for adversarial systems

Proceedings 42nd IEEE Symposium on Foundations of Computer Science, 2001
In this paper we consider the problem of delivering dynamically changing input streams in dynamically changing networks where both the topology and the input streams can change in an unpredictable way. In particular, we present two simple distributed balancing algorithms (one for packet injections and one for flow injections) and show that for the case
Baruch Awerbuch   +3 more
openaire   +1 more source

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