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As agents operate over long horizons, their memory stores grow continuously, making retrieval critical to accessing relevant information. Many agent queries require reasoning-intensive retrieval, where the connection between query and…

Information Retrieval · Computer Science 2026-03-24 Sreeja Apparaju , Nilesh Gupta

Real-world trip planning requires transforming open-ended user requests into executable itineraries under strict spatial, temporal, and budgetary constraints while aligning with user preferences. Existing LLM-based agents struggle with…

Artificial Intelligence · Computer Science 2025-12-15 Yuxing Chen , Basem Suleiman , Qifan Chen

Modern Software Engineering era is moving fast with the assistance of artificial intelligence (AI), especially Large Language Models (LLM). Researchers have already started automating many parts of the software development workflow.…

Software Engineering · Computer Science 2024-04-03 Tajmilur Rahman , Yuecai Zhu

Customer experience plays a critical role for a profitable organisation or company. A satisfied customer for a company corresponds to higher rates of customer retention, and better representation in the market. One way to improve customer…

Machine Learning · Computer Science 2023-05-26 S. Filippou , A. Tsiartas , P. Hadjineophytou , S. Christofides , K. Malialis , C. G. Panayiotou

Information retrieval evaluation often suffers from fragmented practices -- varying dataset subsets, aggregation methods, and pipeline configurations -- that undermine reproducibility and comparability, especially for foundation embedding…

Information Retrieval · Computer Science 2026-02-23 Andrew Parry , Debasis Ganguly , Sean MacAvaney

In the current mobile app development, novel and emerging DevOps practices (e.g., Continuous Delivery, Integration, and user feedback analysis) and tools are becoming more widespread. For instance, the integration of user feedback (provided…

Software Engineering · Computer Science 2021-08-03 Yu Zhou , Yanqi Su , Taolue Chen , Zhiqiu Huang , Harald Gall , Sebastiano Panichella

The ranked retrieval model has rapidly become the de facto way for search query processing in client-server databases, especially those on the web. Despite of the extensive efforts in the database community on designing better ranking…

Databases · Computer Science 2016-11-09 Abolfazl Asudeh , Nan Zhang , Gautam Das

Conditional image generation models have achieved remarkable results by leveraging text-based control to generate customized images. However, the high resource demands of these models and the scarcity of well-annotated data have hindered…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 Yicheng Jiang , Jin Yuan , Hua Yuan , Yao Zhang , Yong Rui

As a mainstream technique for 3D reconstruction, 3D Gaussian splatting (3DGS) has been applied in a wide range of applications and services. Recent studies have revealed critical vulnerabilities in this pipeline and introduced computation…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Yanping Li , Zhening Liu , Zijian Li , Zehong Lin , Jun Zhang

With the rise of LLMs, there is an increasing need for intelligent recommendation assistants that can handle complex queries and provide personalized, reasoning-driven recommendations. LLM-based recommenders show potential but face…

Information Retrieval · Computer Science 2026-04-10 Jiani Huang , Shijie Wang , Liangbo Ning , Wenqi Fan , Qing Li

Evidence retrieval is a core part of automatic fact-checking. Prior work makes simplifying assumptions in retrieval that depart from real-world use cases: either no access to evidence, access to evidence curated by a human fact-checker, or…

Computation and Language · Computer Science 2024-06-18 Jifan Chen , Grace Kim , Aniruddh Sriram , Greg Durrett , Eunsol Choi

Prediction of post-loan default is an important task in credit risk management, and can be addressed by detection of financial anomalies using machine learning. This study introduces a ResE-BiLSTM model, using a sliding window technique,…

Machine Learning · Computer Science 2025-08-04 Yue Yang , Yuxiang Lin , Ying Zhang , Zihan Su , Chang Chuan Goh , Tangtangfang Fang , Anthony Graham Bellotti , Boon Giin Lee

The rapid spread of misinformation in the digital era poses significant challenges to public discourse, necessitating robust and scalable fact-checking solutions. Traditional human-led fact-checking methods, while credible, struggle with…

Artificial Intelligence · Computer Science 2025-06-24 Tam Trinh , Manh Nguyen , Truong-Son Hy

Reconstructing numerical simulations from control systems research papers is often hindered by underspecified parameters and ambiguous implementation details. We define the task of Paper to Simulation Recoverability, the ability of an…

Artificial Intelligence · Computer Science 2026-04-07 Vineet Bhat , Shiqing Wei , Ali Umut Kaypak , Prashanth Krishnamurthy , Ramesh Karri , Farshad Khorrami

Offline reinforcement learning (RL) often deals with suboptimal data when collecting large expert datasets is unavailable or impractical. This limitation makes it difficult for agents to generalize and achieve high performance, as they must…

Machine Learning · Computer Science 2025-08-28 Daniil Zelezetsky , Egor Cherepanov , Alexey K. Kovalev , Aleksandr I. Panov

Demand Response (DR) has a widely recognized potential for improving grid stability and reliability while reducing customers energy bills. However, the conventional DR techniques come with several shortcomings, such as inability to handle…

Systems and Control · Electrical Eng. & Systems 2020-09-24 Amin Shojaeighadikolaei , Arman Ghasemi , Kailani R. Jones , Alexandru G. Bardas , Morteza Hashemi , Reza Ahmadi

Machine learning models deployed on edge devices have enabled numerous exciting new applications, such as humanoid robots, AR glasses, and autonomous vehicles. However, the computing resources available on these edge devices are not…

Machine Learning · Computer Science 2024-11-15 Jinjie Liu , Hang Qiu

Software qualities such as usability or reliability are among the strongest determinants of mobile app user satisfaction and constitute a significant portion of online user feedback on software products, making it a valuable source of…

Software Engineering · Computer Science 2025-06-16 Eduard C. Groen , Fabiano Dalpiaz , Martijn van Vliet , Boris Winter , Joerg Doerr , Sjaak Brinkkemper

Many cloud applications are migrated from the monolithic model to a microservices framework in which hundreds of loosely-coupled microservices run concurrently, with significant benefits in terms of scalability, rapid development,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-18 Quintin Fettes , Avinash Karanth , Razvan Bunescu , Brandon Beckwith , Sreenivas Subramoney

In this paper, we design a real-time question-answering system specifically targeted for helping sellers get relevant material/documentation they can share live with their customers or refer to during a call. Taking the Seismic content…

Information Retrieval · Computer Science 2024-01-11 Manpreet Singh , Ravdeep Pasricha , Nitish Singh , Ravi Prasad Kondapalli , Manoj R , Kiran R , Laurent Boué
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