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While most work on evaluating machine learning (ML) models focuses on computing accuracy on batches of data, tracking accuracy alone in a streaming setting (i.e., unbounded, timestamp-ordered datasets) fails to appropriately identify when…

机器学习 · 计算机科学 2022-05-24 Shreya Shankar , Bernease Herman , Aditya G. Parameswaran

Music streaming platforms are currently among the main sources of music consumption, and the embedded recommender systems significantly influence what the users consume. There is an increasing interest to ensure that those platforms and…

人机交互 · 计算机科学 2025-02-20 Andres Ferraro , Xavier Serra , Christine Bauer

Generative model ecosystems increasingly operate as competitive multi-platform markets, where platforms strategically select models from a shared pool and users with heterogeneous preferences choose among them. Understanding how platforms…

计算机科学与博弈论 · 计算机科学 2026-02-23 Xiukun Wei , Min Shi , Xueru Zhang

Prior work on dark patterns, or manipulative online interfaces, suggests they have potentially detrimental effects on user autonomy. Dark pattern features, like those designed for attention capture, can potentially extend platform sessions…

Research suggests there is a perception that females and underrepresented racial/ethnic minorities have worse gameplay skills and produce less engaging video game streaming content. This bias might impact streamers' audience size, viewers'…

人机交互 · 计算机科学 2024-07-09 David V. Nguyen , Edward F. Melcer , Deanne Adams

Empowered by today's rich tools for media generation and distribution, and the convenient Internet access, crowdsourced streaming generalizes the single-source streaming paradigm by including massive contributors for a video channel. It…

多媒体 · 计算机科学 2015-02-24 Fei Chen , Cong Zhang , Feng Wang , Jiangchuan Liu

The edge of the network has the potential to host services for supporting a variety of user applications, ranging in complexity from data preprocessing, image and video rendering, and interactive gaming, to embedded systems in autonomous…

分布式、并行与集群计算 · 计算机科学 2018-12-05 Blesson Varghese , Massimo Villari , Omer Rana , Philip James , Tejal Shal , Maria Fazio , Rajiv Ranjan

We consider a network of interacting agents and we model the process of choice on the adoption of a given innovative product by means of statistical-mechanics tools. The modelization allows us to focus on the effects of direct interactions…

物理与社会 · 物理学 2015-02-24 Paolo Sgrignoli , Elena Agliari , Raffaella Burioni , Augusto Schianchi

Online user-generated content platforms allocate billions of dollars of promotional traffic through algorithms in two-sided marketplaces. To evaluate updates to these algorithms, platforms frequently rely on creator-side randomized…

计量经济学 · 经济学 2026-03-10 Ruohan Zhan , Shichao Han , Yuchen Hu , Zhenling Jiang

Epidemic-style diffusion schemes have been previously proposed for achieving peer-to-peer live streaming. Their performance trade-offs have been deeply analyzed for homogeneous systems, where all peers have the same upload capacity.…

网络与互联网体系结构 · 计算机科学 2009-09-10 Fabien Mathieu , Diego Perino

We consider the problem of streaming live content to a cluster of co-located wireless devices that have both an expensive unicast base-station-to-device (B2D) interface, as well as an inexpensive broadcast device-to-device (D2D) interface,…

计算机科学与博弈论 · 计算机科学 2016-05-03 Jian Li , Rajarshi Bhattacharyya , Suman Paul , Srinivas Shakkottai , Vijay Subramanian

We investigate the dynamics of opinion formation on social networking platforms, focusing on how individual opinions, influenced by both social connections and platform algorithms, evolve. We model this process using a differential…

社会与信息网络 · 计算机科学 2024-10-15 Hind AlMahmoud , Frederik Mallmann-trenn

Multiple-Tree Overlay Streaming has attracted a great amount of attention from researchers in the past years. Multiple-tree streaming is a promising alternative to single-tree streaming in terms of node dynamics and load balancing, among…

网络与互联网体系结构 · 计算机科学 2014-04-09 Eduardo Lidanski , Supervisor- Giang Nguyen

Live video streaming is increasingly popular on social media platforms. With the growth of live streaming comes an increased need for robust content moderation to remove dangerous, illegal, or otherwise objectionable content. Whereas video…

多媒体 · 计算机科学 2025-05-15 Andrew C. Freeman

Recent years mesh-based Peer-to-Peer live streaming has become a promising way for service providers to offer high-quality live video streaming service to Internet users. In this paper, we make a detailed study on modeling and performance…

网络与互联网体系结构 · 计算机科学 2014-02-06 Jianwei Zhang , Wei Xing , Yongchao Wang , Dongming Lu

We consider mechanisms for markets that are double-sided and have players with multi-dimensional strategic spaces on at least one side. The players of the market are strategic, and act to optimize their own utilities. The mechanism…

计算机科学与博弈论 · 计算机科学 2016-11-15 Moran Feldman , Rica Gonen

Due to missing IP multicast support on an Internet scale, over-the-top media streams are delivered with the help of overlays as used by content delivery networks and their peer-to-peer (P2P) extensions. In this context, mesh/pull-based…

网络与互联网体系结构 · 计算机科学 2019-01-01 Wasiur R. KhudaBukhsh , Julius Rückert , Julian Wulfheide , David Hausheer , Heinz Koeppl

Flexibility is a cornerstone of operations management, crucial to hedge stochasticity in product demands, service requirements, and resource allocation. In two-sided platforms, flexibility is also two-sided and can be viewed as the…

综合经济学 · 经济学 2026-03-24 Daniel Freund , Sébastien Martin , Jiayu Kamessi Zhao

Streaming video is becoming the predominant type of traffic over the Internet with reports forecasting the video content to account for 80% of all traffic by 2019. With significant investment on Internet backbone, the main bottleneck…

网络与互联网体系结构 · 计算机科学 2018-01-01 Emre Ozfatura , Ozgur Ercetin , Hazer Inaltekin

"Net neutrality" often refers to the policy dictating that an Internet service provider (ISP) cannot charge content providers (CPs) for delivering their content to consumers. Many past quantitative models designed to determine whether net…

计算机科学与博弈论 · 计算机科学 2016-10-18 Xiaotie Deng , Zhe Feng , Christos H. Papadimitriou