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We present CONSENT, a simple yet effective CONtext SENsitive Transformer framework for context-dependent object classification within a fully-trainable end-to-end deep learning pipeline. We exemplify the proposed framework on the task of…

计算机视觉与模式识别 · 计算机科学 2022-05-17 Ionut-Catalin Sandu , Daniel Voinea , Alin-Ionut Popa

Learning personalization has proven its effectiveness in enhancing learner performance. Therefore, modern digital learning platforms have been increasingly depending on recommendation systems to offer learners personalized suggestions of…

人机交互 · 计算机科学 2023-12-19 Hasan Abu-Rasheed , Christian Weber , Madjid Fathi

Recommendation fairness has attracted great attention recently. In real-world systems, users usually have multiple sensitive attributes (e.g. age, gender, and occupation), and users may not want their recommendation results influenced by…

信息检索 · 计算机科学 2022-07-06 Yiqing Wu , Ruobing Xie , Yongchun Zhu , Fuzhen Zhuang , Xiang Ao , Xu Zhang , Leyu Lin , Qing He

Scene text recognition (STR) has been extensively studied in last few years. Many recently-proposed methods are specially designed to accommodate the arbitrary shape, layout and orientation of scene texts, but ignoring that various font (or…

计算机视觉与模式识别 · 计算机科学 2020-09-17 Yizhi Wang , Zhouhui Lian

Conversational assistants are being progressively adopted by the general population. However, they are not capable of handling complicated information-seeking tasks that involve multiple turns of information exchange. Due to the limited…

信息检索 · 计算机科学 2019-01-14 Chen Qu , Liu Yang , Bruce Croft , Yongfeng Zhang , Johanne R. Trippas , Minghui Qiu

Text-based interactive recommendation provides richer user feedback and has demonstrated advantages over traditional interactive recommender systems. However, recommendations can easily violate preferences of users from their past…

计算与语言 · 计算机科学 2020-05-05 Ruiyi Zhang , Tong Yu , Yilin Shen , Hongxia Jin , Changyou Chen , Lawrence Carin

Textual-based prompt learning methods primarily employ multiple learnable soft prompts and hard class tokens in a cascading manner as text inputs, aiming to align image and text (category) spaces for downstream tasks. However, current…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Zheng Li , Yibing Song , Ming-Ming Cheng , Xiang Li , Jian Yang

Software tends to be highly configurable, but most applications are hardly context aware. For example, a web browser provides many settings to configure printers and proxies, but nevertheless it is unable to dynamically adapt to a new…

软件工程 · 计算机科学 2017-02-23 Markus Raab , Gergö Barany

In this paper, we conduct a large-scale study of font statistics in book covers and online advertisements. Through the statistical study, we try to understand how graphic designers relate fonts and content genres and identify the…

计算机视觉与模式识别 · 计算机科学 2019-07-02 Yuto Shinahara , Takuro Karamatsu , Daisuke Harada , Kota Yamaguchi , Seiichi Uchida

The goal of session-based recommendation in E-commerce is to predict the next item that an anonymous user will purchase based on the browsing and purchase history. However, constructing global or local transition graphs to supplement…

信息检索 · 计算机科学 2023-12-29 Xin Liu , Zheng Li , Yifan Gao , Jingfeng Yang , Tianyu Cao , Zhengyang Wang , Bing Yin , Yangqiu Song

As font is one of the core design concepts, automatic font identification and similar font suggestion from an image or photo has been on the wish list of many designers. We study the Visual Font Recognition (VFR) problem, and advance the…

计算机视觉与模式识别 · 计算机科学 2015-07-14 Zhangyang Wang , Jianchao Yang , Hailin Jin , Eli Shechtman , Aseem Agarwala , Jonathan Brandt , Thomas S. Huang

Preference-conditioned image generation seeks to adapt generative models to individual users, producing outputs that reflect personal aesthetic choices beyond the given textual prompt. Despite recent progress, existing approaches either…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Wenyi Mo , Tianyu Zhang , Yalong Bai , Ligong Han , Ying Ba , Dimitris N. Metaxas

In recommender systems, the presentation of explanations plays a crucial role in supporting users' decision-making processes. Although numerous existing studies have focused on the effects (transparency or persuasiveness) of explanation…

人机交互 · 计算机科学 2025-03-03 Ayano Okoso , Keisuke Otaki , Satoshi Koide , Yukino Baba

People usually have different intents for choosing items, while their preferences under the same intent may also different. In traditional collaborative filtering approaches, both intent and preference factors are usually entangled in the…

信息检索 · 计算机科学 2023-05-19 Chao Wang , Hengshu Zhu , Dazhong Shen , Wei wu , Hui Xiong

Recent advances in AIGC (Artificial Intelligence Generated Content) models have enabled significant progress in image and video generation. However, users still struggle to obtain content that aligns with their preferences due to the…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Zitong Xu , Dake Shen , Yaosong Du , Kexiang Hao , Jinghan Huang , Xiande Huang

Conversation designers continue to face significant obstacles when creating production quality task-oriented dialogue systems. The complexity and cost involved in schema development and data collection is often a major barrier for such…

计算与语言 · 计算机科学 2022-11-11 Makesh Narsimhan Sreedhar , Christopher Parisien

Bundle generation aims to provide a bundle of items for the user, and has been widely studied and applied on online service platforms. Existing bundle generation methods mainly utilized user's preference from historical interactions in…

信息检索 · 计算机科学 2023-10-30 Shixuan Zhu , Chuan Cui , JunTong Hu , Qi Shen , Yu Ji , Zhihua Wei

Users prefer diverse recommendations over homogeneous ones. However, most previous work on Sequential Recommenders does not consider diversity, and strives for maximum accuracy, resulting in homogeneous recommendations. In this paper, we…

信息检索 · 计算机科学 2020-08-04 Anton Steenvoorden , Emanuele Di Gloria , Wanyu Chen , Pengjie Ren , Maarten de Rijke

Recent advances in text-to-image generation models have unlocked vast potential for visual creativity. However, the users that use these models struggle with the generation of consistent characters, a crucial aspect for numerous real-world…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Omri Avrahami , Amir Hertz , Yael Vinker , Moab Arar , Shlomi Fruchter , Ohad Fried , Daniel Cohen-Or , Dani Lischinski

How emotions are expressed depends on the context and domain. On X (formerly Twitter), for instance, an author might simply use the hashtag #anger, while in a news headline, emotions are typically written in a more polite, indirect manner.…

计算与语言 · 计算机科学 2024-12-18 Yarik Menchaca Resendiz , Roman Klinger