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This paper tackles the purely unsupervised person re-identification (Re-ID) problem that requires no annotations. Some previous methods adopt clustering techniques to generate pseudo labels and use the produced labels to train Re-ID models…

计算机视觉与模式识别 · 计算机科学 2021-02-08 Menglin Wang , Baisheng Lai , Jianqiang Huang , Xiaojin Gong , Xian-Sheng Hua

Mobile GUI agents exhibit substantial potential to facilitate and automate the execution of user tasks on mobile phones. However, exist mobile GUI agents predominantly privilege autonomous operation and neglect the necessity of active user…

人工智能 · 计算机科学 2025-10-10 Haitao Jia , Ming He , Zimo Yin , Likang Wu , Jianping Fan , Jitao Sang

Image classification has traditionally relied on parameter-intensive model training, requiring large-scale annotated datasets and extensive fine tuning to achieve competitive performance. While recent vision language models (VLMs) alleviate…

计算机视觉与模式识别 · 计算机科学 2025-09-19 Wonduk Seo , Minhyeong Yu , Hyunjin An , Seunghyun Lee

Generating regulatorily compliant Suspicious Activity Report (SAR) remains a high-cost, low-scalability bottleneck in Anti-Money Laundering (AML) workflows. While large language models (LLMs) offer promising fluency, they suffer from…

人工智能 · 计算机科学 2025-09-18 Prathamesh Vasudeo Naik , Naresh Kumar Dintakurthi , Zhanghao Hu , Yue Wang , Robby Qiu

Significant digitalization of financial services in a short period of time has led to an urgent demand to have autonomous, transparent and real-time credit risk decision making systems. The traditional machine learning models are effective…

人工智能 · 计算机科学 2026-01-06 Chandra Sekhar Kubam

Large language model (LLM) agents face a structural tension: cloud agents provide strong reasoning but expose user data, while on-device agents preserve privacy at the cost of overall capability. Existing device-cloud designs treat this…

机器学习 · 计算机科学 2026-05-12 Liangqi Yuan , Wenzhi Fang , Shiqiang Wang , Christopher G. Brinton

The rapid spread of memes makes harmful content detection increasingly crucial, as effective identification can curb the circulation of misinformation. However, existing methods rely heavily on high-volume annotated data, which leads to…

机器学习 · 计算机科学 2026-05-06 Zihan Ding , Ziyuan Yang , Yi Zhang

We introduce Agent4POI, the first POI recommendation framework that generates context-conditioned multimodal representations at recommendation time, rather than relying on static POI embeddings pre-computed independently of context.…

信息检索 · 计算机科学 2026-05-18 Jinze Wang , Yangchen Zeng , Tiehua Zhang , Lu Zhang , Yuze Liu , Yongchao Liu , Xingjun Ma , Zhu Sun

Recent Self-Supervised Learning (SSL) methods encapsulating relational information via masking in Graph Neural Networks (GNNs) have shown promising performance. However, most existing approaches rely on random masking strategies in either…

机器学习 · 计算机科学 2025-03-12 Jongwon Park , Heesoo Jung , Hogun Park

Software robots have long been used in Robotic Process Automation (RPA) to automate mundane and repetitive computer tasks. With the advent of Large Language Models (LLMs) and their advanced reasoning capabilities, these agents are now able…

人工智能 · 计算机科学 2024-12-30 Junhee Cho , Jihoon Kim , Daseul Bae , Jinho Choo , Youngjune Gwon , Yeong-Dae Kwon

The urgent need for building decarbonization calls for a paradigm shift in future autonomous building energy operation, from human-intensive engineering workflows toward intelligent agents that interact with physics-grounded digital…

系统与控制 · 电气工程与系统科学 2026-01-29 Zixin Jiang , Weili Xu , Bing Dong

Recently, weakly supervised person search is proposed to discard human-annotated identities and train the model with only bounding box annotations. A natural way to solve this problem is to separate it into detection and unsupervised…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Chengyou Jia , Minnan Luo , Caixia Yan , Xiaojun Chang , Qinghua Zheng

Person re-identification (Re-ID) aims to match images of the same individual across non-overlapping camera views and remains challenging due to domain shifts caused by variations in illumination, background, camera characteristics, and…

计算机视觉与模式识别 · 计算机科学 2026-05-04 Sundas Iqbal , Qing Tian , Danish Ali , Jianping Gou , Weihua Oue

Privacy Masking is a critical concept under data privacy involving anonymization and de-anonymization of personally identifiable information (PII). Privacy masking techniques rely on Named Entity Recognition (NER) approaches under NLP…

计算与语言 · 计算机科学 2025-04-18 Devansh Singh , Sundaraparipurnan Narayanan

Agentic AI systems powered by Large Language Models (LLMs) as their foundational reasoning engine, are transforming clinical workflows such as medical report generation and clinical summarization by autonomously analyzing sensitive…

多智能体系统 · 计算机科学 2025-05-08 Subash Neupane , Sudip Mittal , Shahram Rahimi

The Privacy-sensitive Object Identification (POI) task allocates bounding boxes for privacy-sensitive objects in a scene. The key to POI is settling an object's privacy class (privacy-sensitive or non-privacy-sensitive). In contrast to…

计算机视觉与模式识别 · 计算机科学 2025-10-16 Zhuohang Jiang , Bingkui Tong , Xia Du , Ahmed Alhammadi , Jizhe Zhou

Process mining provides powerful insights into organizational workflows, but extracting these insights typically requires expertise in specialized query languages and data science tools. Large Language Models (LLMs) offer the potential to…

人工智能 · 计算机科学 2026-03-17 Anton Antonov , Humam Kourani , Alessandro Berti , Gyunam Park , Wil M. P. van der Aalst

Visual compliance verification is a critical yet underexplored problem in computer vision, especially in domains such as media, entertainment, and advertising where content must adhere to complex and evolving policy rules. Existing methods…

计算机视觉与模式识别 · 计算机科学 2026-03-23 Rahul Ghosh , Baishali Chaudhury , Hari Prasanna Das , Meghana Ashok , Ryan Razkenari , Long Chen , Sungmin Hong , Chun-Hao Liu

Identity-conditioned diffusion models enable high-quality and identity-consistent face generation, but they also raise severe privacy concerns, as models may continue to synthesize individuals despite their right to be forgotten. While…

计算机视觉与模式识别 · 计算机科学 2026-05-22 Jose Edgar Hernandez Cancino Estrada , Mauro Díaz Lupone , Žiga Emeršič , Vitomir Štruc , Peter Peer , Darian Tomašević

City-scale person re-identification across distributed cameras must handle severe appearance changes from viewpoint, occlusion, and domain shift while complying with data protection rules that prevent sharing raw imagery. We introduce…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Rong Fu , Yibo Meng , Jia Yee Tan , Jiaxuan Lu , Rui Lu , Jiekai Wu , Zhaolu Kang , Simon Fong