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This tutorial presents topological methods for the analysis and visualization of scientific data from a user's perspective, with the Topology ToolKit (TTK), a recently released open-source library for topological data analysis. Topological…

Humans have the ability to adapt the type of information they use, the procedure they employ, and the amount of time they spend when solving problems. However, most standard neural networks have a fixed function type and computation budget…

Machine Learning · Computer Science 2023-06-06 Fuzhao Xue , Valerii Likhosherstov , Anurag Arnab , Neil Houlsby , Mostafa Dehghani , Yang You

While unmanned aerial vehicles (UAVs) offer wide-area, high-altitude coverage for anomaly detection, they face challenges such as dynamic viewpoints, scale variations, and complex scenes. Existing datasets and methods, mainly designed for…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Mengjingcheng Mo , Xinyang Tong , Mingpi Tan , Jiaxu Leng , Jiankang Zheng , Yiran Liu , Haosheng Chen , Ji Gan , Weisheng Li , Xinbo Gao

Despite significant advances in talking avatar generation, existing methods face critical challenges: insufficient text-following capability for diverse actions, lack of temporal alignment between actions and audio content, and dependency…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Ziqiao Peng , Yi Chen , Yifeng Ma , Guozhen Zhang , Zhiyao Sun , Zixiang Zhou , Youliang Zhang , Zhengguang Zhou , Zhaoxin Fan , Hongyan Liu , Yuan Zhou , Qinglin Lu , Jun He

The high tracking overhead, the amount of up-front effort required to selecting the trace points, and the lack of effective data analysis model are the significant barriers to the adoption of intra-component tracking for fault diagnosis…

Software Engineering · Computer Science 2022-10-17 Wei Zhang , Yuxi Hu , Bolong Tan , Xiaohai Shi , Jianhui Jiang

Relational thinking refers to the inherent ability of humans to form mental impressions about relations between sensory signals and prior knowledge, and subsequently incorporate them into their model of their world. Despite the crucial role…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-25 Zheng Nan , Ting Dang , Vidhyasaharan Sethu , Beena Ahmed

The need for countering Advanced Persistent Threat (APT) attacks has led to the solutions that ubiquitously monitor system activities in each host, and perform timely attack investigation over the monitoring data for analyzing attack…

Cryptography and Security · Computer Science 2018-06-08 Peng Gao , Xusheng Xiao , Zhichun Li , Kangkook Jee , Fengyuan Xu , Sanjeev R. Kulkarni , Prateek Mittal

Audio-text retrieval (ATR), which retrieves a relevant caption given an audio clip (A2T) and vice versa (T2A), has recently attracted much research attention. Existing methods typically aggregate information from each modality into a single…

Sound · Computer Science 2024-03-18 Qian Wang , Jia-Chen Gu , Zhen-Hua Ling

The utilisation of AI-driven tools, notably ChatGPT, within academic research is increasingly debated from several perspectives including ease of implementation, and potential enhancements in research efficiency, as against ethical concerns…

Human-Computer Interaction · Computer Science 2024-05-16 Aleksei Turobov , Diane Coyle , Verity Harding

Precision process planning in Computer Numerical Control (CNC) machining demands rapid, context-aware decisions on tool selection, feed-speed pairs, and multi-axis routing, placing immense cognitive and procedural burdens on engineers from…

Artificial Intelligence · Computer Science 2025-06-17 Danny Hoang , David Gorsich , Matthew P. Castanier , Farhad Imani

Automatically recognized terminology is widely used for various domain-specific texts processing tasks, such as machine translation, information retrieval or sentiment analysis. However, there is still no agreement on which methods are best…

Computation and Language · Computer Science 2016-11-24 N. Astrakhantsev

Tool-Integrated Reasoning (TIR) has significantly enhanced the capabilities of Large Language Models (LLMs), yet current agents tend to exhibit cognitive offloading, redundantly invoking external tools even for simple tasks. In this paper,…

Computation and Language · Computer Science 2026-01-22 Zhaiyu Fang , Ruipeng Sun

Prompting and fine-tuning have emerged as two competing paradigms for augmenting language models with new capabilities, such as the use of tools. Prompting approaches are quick to set up but rely on providing explicit demonstrations of each…

Computation and Language · Computer Science 2024-12-10 Damien de Mijolla , Wen Yang , Philippa Duckett , Christopher Frye , Mark Worrall

The rise of Agentic applications and automation in the Voice AI industry has led to an increased reliance on Large Language Models (LLMs) to navigate graph-based logic workflows composed of nodes and edges. However, existing methods face…

Artificial Intelligence · Computer Science 2025-03-11 Alex Casella , Wayne Wang

With the rise of software-as-a-service and microservice architectures, RESTful APIs are now ubiquitous in mobile and web applications. A service can have tens or hundreds of API methods, making it a challenge for programmers to find the…

Programming Languages · Computer Science 2022-04-06 Zheng Guo , David Cao , Davin Tjong , Jean Yang , Cole Schlesinger , Nadia Polikarpova

Modern code intelligence agents operate in contexts exceeding 1 million tokens--far beyond the scale where humans manually locate relevant files. Yet agents consistently fail to discover architecturally critical files when solving…

Artificial Intelligence · Computer Science 2026-02-24 Tarakanath Paipuru

Attention mechanisms are at the core of modern neural architectures, powering systems ranging from ChatGPT to autonomous vehicles and driving a major economic impact. However, high-profile failures, such as ChatGPT's nonsensical outputs or…

Software Engineering · Computer Science 2025-11-04 Sigma Jahan , Saurabh Singh Rajput , Tushar Sharma , Mohammad Masudur Rahman

Approximate K Nearest Neighbor (AKNN) algorithms play a pivotal role in various AI applications, including information retrieval, computer vision, and natural language processing. Although numerous AKNN algorithms and benchmarks have been…

Databases · Computer Science 2024-07-01 Xianzhi Zeng , Zhuoyan Wu , Xinjing Hu , Xuanhua Shi , Shixuan Sun , Shuhao Zhang

Open-vocabulary Scene Graph Generation (OV-SGG) overcomes the limitations of the closed-set assumption by aligning visual relationship representations with open-vocabulary textual representations. This enables the identification of novel…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 Tao Liu , Rongjie Li , Chongyu Wang , Xuming He

Campus climate surveys play a pivotal role in capturing how students, faculty, and staff experience university life, yet traditional methods frequently suffer from low participation and minimal follow-up. We present TigerGPT, a new AI…

Human-Computer Interaction · Computer Science 2025-04-22 Jinwen Tang , Songxi Chen , Yi Shang