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Recommendation is a prevalent application of machine learning that affects many users; therefore, it is important for recommender models to be accurate and interpretable. In this work, we propose a method to both interpret and augment the…

机器学习 · 统计学 2020-06-22 Michael Tsang , Dehua Cheng , Hanpeng Liu , Xue Feng , Eric Zhou , Yan Liu

We consider a queue with an unobservable backlog by the incoming users. There is an information designer that observes the queue backlog and makes recommendations to the users arriving at the queue whether to join or not to join the queue.…

系统与控制 · 电气工程与系统科学 2021-10-01 Nasimeh Heydaribeni , Achilleas Anastasopoulos

Prompting is central to interaction with AI systems, yet many users struggle to explore alternative directions, articulate creative intent, or understand how variations in prompts shape model outputs. We introduce prompt recommender systems…

人机交互 · 计算机科学 2026-01-23 Jason Kim , Maria Teleki , James Caverlee

Cross-encoders deliver state-of-the-art ranking effectiveness in information retrieval, but have a high inference cost. This prevents them from being used as first-stage rankers, but also incurs a cost when re-ranking documents. Prior work…

信息检索 · 计算机科学 2026-03-04 Mathias Vast , Victor Morand , Basile van Cooten , Laure Soulier , Josiane Mothe , Benjamin Piwowarski

Recommender systems are indispensable in the realm of online applications, and sequential recommendation has enjoyed considerable prevalence due to its capacity to encapsulate the dynamic shifts in user interests. However, previous…

信息检索 · 计算机科学 2024-04-16 Junzhe Jiang , Shang Qu , Mingyue Cheng , Qi Liu , Zhiding Liu , Hao Zhang , Rujiao Zhang , Kai Zhang , Rui Li , Jiatong Li , Min Gao

Wearable Cognitive Assistance (WCA) amplifies human cognition in real time through a wearable device and low-latency wireless access to edge computing infrastructure. It is inspired by, and broadens, the metaphor of GPS navigation tools…

Driven by advances in Large Language Models (LLMs), integrating them into recommendation tasks has gained interest due to their strong semantic understanding and prompt flexibility. Prior work encoded user-item interactions or metadata into…

信息检索 · 计算机科学 2025-06-10 Keyu Zhao , Fengli Xu , Yong Li

The ubiquity and on-the-go availability of mobile devices makes them central to many tasks such as interpersonal communication and media consumption. However, despite the potential of mobile devices for on-demand exploratory data…

人机交互 · 计算机科学 2024-04-18 Luke S. Snyder , Ryan A. Rossi , Eunyee Koh , Jeffrey Heer , Jane Hoffswell

As industrial recommender systems enter a scaling-driven regime, Transformer architectures have become increasingly attractive for scaling models towards larger capacity and longer sequence. However, existing Transformer-based…

信息检索 · 计算机科学 2026-02-17 Xu Huang , Hao Zhang , Zhifang Fan , Yunwen Huang , Zhuoxing Wei , Zheng Chai , Jinan Ni , Yuchao Zheng , Qiwei Chen

Spreadsheet programming is challenging. Programmers use spreadsheet programming knowledge (e.g., formulas) and problem-solving skills to combine actions into complex tasks. Advancements in large language models have introduced language…

Data-driven deep learning based code designs, including low-complexity neural decoders for existing codes, or end-to-end trainable auto-encoders have exhibited impressive results, particularly in scenarios for which we do not have…

信息论 · 计算机科学 2023-06-02 Emre Ozfatura , Chenghong Bian , Deniz Gunduz

Exploratory search starts with ill-defined goals and involves browsing, learning, and formulating new targets for search. To fluidly support such dynamic search behaviours, we focus on devising interactive visual facets (IVF), visualising…

人机交互 · 计算机科学 2021-09-14 Chen He , Luana Micallef , Barış Serim , Tung Vuong , Tuukka Ruotsalo , Giulio Jacucci

This paper describes the design and development of a preliminary qualitative coding tool as well as a method to improve the process of achieving inter-coder reliability (ICR) in small teams. Software applications that support qualitative…

人机交互 · 计算机科学 2019-01-01 Abbas Ganji , Mania Orand , David W. McDonald

We propose application-layer coding schemes to recover lost data in delay-sensitive uplink (sensor-to-gateway) communications in the Internet of Things. Built on an approach that combines retransmissions and forward erasure correction, the…

信息论 · 计算机科学 2022-07-26 Vatsalya Chaubey , Siddhartha S. Borkotoky

There is a perennial need in the online advertising industry to refresh ad creatives, i.e., images and text used for enticing online users towards a brand. Such refreshes are required to reduce the likelihood of ad fatigue among online…

计算与语言 · 计算机科学 2020-08-05 Yichao Zhou , Shaunak Mishra , Manisha Verma , Narayan Bhamidipati , Wei Wang

With the rise of generative paradigms, generative recommendation has garnered increasing attention. The core component is the item code, generally derived by quantizing collaborative or semantic representations to serve as candidate items…

信息检索 · 计算机科学 2025-12-16 Longtao Xiao , Haozhao Wang , Cheng Wang , Linfei Ji , Yifan Wang , Jieming Zhu , Zhenhua Dong , Rui Zhang , Ruixuan Li

Directional cues are crucial for environmental interaction. Conventional methods rely on symbolic visual or auditory reminders that require semantic interpretation, a process that proves challenging in demanding dual-tasking scenarios. We…

人机交互 · 计算机科学 2026-01-27 Qing Zhang , Junyu Chen , Yifei Huang , Jing Huang , Thad Starner , Kai Kunze , Jun Rekimoto

Multimodal Large Language Models (MLLMs) struggle with precise reasoning for structured visuals like charts and diagrams, as pixel-based perception lacks a mechanism for verification. To address this, we propose to leverage derendering --…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Junhong Shen , Mu Cai , Bo Hu , Ameet Talwalkar , David A Ross , Cordelia Schmid , Alireza Fathi

Documentation enables sharing knowledge between the developers of a technology and its users. Creating quality documents, however, is challenging: Documents must satisfy the needs of a large audience without being overwhelming for…

软件工程 · 计算机科学 2023-12-01 Mathieu Nassif , Martin P. Robillard

Fashion recommendation has witnessed a phenomenal growth of research, particularly in the domains of shop-the-look, contextaware outfit creation, personalizing outfit creation etc. Majority of the work in this area focuses on better…

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