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Real-time understanding of continuous video streams is essential for interactive assistants and multimodal agents operating in dynamic environments. However, most existing video reasoning approaches follow a batch paradigm that defers…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Zikang Liu , Longteng Guo , Handong Li , Ru Zhen , Xingjian He , Ruyi Ji , Xiaoming Ren , Yanhao Zhang , Haonan Lu , Jing Liu

During a research project in which we developed a machine learning (ML) driven visualization system for non-ML experts, we reflected on interpretability research in ML, computer-supported collaborative work and human-computer interaction.…

Human-Computer Interaction · Computer Science 2022-01-19 Jesse Josua Benjamin , Christoph Kinkeldey , Claudia Müller-Birn , Tim Korjakow , Eva-Maria Herbst

Decision support systems seek to enable informed decision-making. In the recent years, automated planning techniques have been leveraged to empower such systems to better aid the human-in-the-loop. The central idea for such decision support…

Artificial Intelligence · Computer Science 2022-06-07 Karthik Valmeekam , Sarath Sreedharan , Sailik Sengupta , Subbarao Kambhampati

Learning structured representations of visual scenes is currently a major bottleneck to bridging perception with reasoning. While there has been exciting progress with slot-based models, which learn to segment scenes into sets of objects,…

Machine Learning · Computer Science 2021-07-26 James C. R. Whittington , Rishabh Kabra , Loic Matthey , Christopher P. Burgess , Alexander Lerchner

This project outlines the complete development of a variable star classification algorithm methodology. With the advent of Big-Data in astronomy, professional astronomers are left with the problem of how to manage large amounts of data, and…

Instrumentation and Methods for Astrophysics · Physics 2020-09-01 Kyle Burton Johnston

Understanding and reasoning with abstractive information from the visual modality presents significant challenges for current multi-modal large language models (MLLMs). Among the various forms of abstractive information, Multi-Modal…

Computer Vision and Pattern Recognition · Computer Science 2026-04-30 Yichi Zhang , Zhuo Chen , Lingbing Guo , Wen Zhang , Huajun Chen

We announce ChromaStarPy, an integrated general stellar atmospheric modeling and spectrum synthesis code written entirely in python V. 3. ChromaStarPy is a direct port of the ChromaStarServer (CSServ) Java modeling code described in earlier…

Instrumentation and Methods for Astrophysics · Physics 2018-02-28 C. Ian Short , Jason H. T. Bayer , Lindsey M. Burns

Stance detection plays a pivotal role in enabling an extensive range of downstream applications, from discourse parsing to tracing the spread of fake news and the denial of scientific facts. While most stance classification models rely on…

Computation and Language · Computer Science 2024-12-13 Guy Barel , Oren Tsur , Dan Vilenchik

Comprehending the information environment (IE) during crisis events is challenging due to the rapid change and abstract nature of the domain. Many approaches focus on snapshots via classification methods or network approaches to describe…

Social and Information Networks · Computer Science 2026-03-19 David Farr , Stephen Prochaska , Jack Moody , Lynnette Hui Xian Ng , Iain Cruickshank , Kate Starbird , Jevin West

Recently, many content sites have started encouraging their users to engage in social activities such as adding buddies on Yahoo! Travel and sharing articles with their friends on New York Times. This has led to the emergence of {\em social…

Databases · Computer Science 2016-09-08 Sihem Amer-Yahia , Laks Lakshmanan , Cong Yu

Agents based on large language models (LLMs) for machine learning engineering (MLE) can automatically implement ML models via code generation. However, existing approaches to build such agents often rely heavily on inherent LLM knowledge…

Machine Learning · Computer Science 2025-08-29 Jaehyun Nam , Jinsung Yoon , Jiefeng Chen , Jinwoo Shin , Sercan Ö. Arık , Tomas Pfister

Despite years of intensive research in the field of software vulnerabilities discovery, exploits are becoming ever more common. Consequently, it is more necessary than ever to choose software configurations that minimize systems' exposure…

Cryptography and Security · Computer Science 2018-01-18 Nikolaos Alexopoulos , Sheikh Mahbub Habib , Steffen Schulz , Max Mühlhäuser

Quick interaction between a human teacher and a learning machine presents numerous benefits and challenges when working with web-scale data. The human teacher guides the machine towards accomplishing the task of interest. The learning…

Self-sovereign Identity promises to give users control of their own data, and has the potential to foster advancements in terms of personal data privacy. Self-sovereign concepts can also be applied to other entities, such as datasets and…

Software Engineering · Computer Science 2020-09-11 Iain Barclay , Maria Freytsis , Sherri Bucher , Swapna Radha , Alun Preece , Ian Taylor

Large language model agents rely on specialized memory systems to accumulate and reuse knowledge during extended interactions. Recent architectures typically adopt a fixed memory design tailored to specific domains, such as semantic…

Programming Languages · Computer Science 2026-05-26 Wenbo Pan , Shujie Liu , Xiangyang Zhou , Shiwei Zhang , Wanlu Shi , Mirror Xu , Xiaohua Jia

Realizing personalized intelligence faces a core dilemma: sending user history to centralized large language models raises privacy concerns, while on-device small language models lack the reasoning capacity required for high-quality…

Computation and Language · Computer Science 2026-03-18 Hang Lv , Sheng Liang , Hao Wang , Yongyue Zhang , Hongchao Gu , Wei Guo , Defu Lian , Yong Liu , Enhong Chen

While much research on the hard problem of in-depth story understanding by computer was performed starting in the 1970s, interest shifted in the 1990s to information extraction and word sense disambiguation. Now that a degree of success has…

Artificial Intelligence · Computer Science 2007-05-23 Erik T. Mueller

This paper presents Social data and knowledge collective intelligence platform for TRaining Ethical AI Models (STREAM) to address the challenge of aligning AI models with human moral values, and to provide ethics datasets and knowledge…

Artificial Intelligence · Computer Science 2023-10-10 Yuwei Wang , Enmeng Lu , Zizhe Ruan , Yao Liang , Yi Zeng

Social media platforms today strive to improve user experience through AI recommendations, yet the value of such recommendations vanishes as users do not understand the reasons behind them. This issue arises because explainability in social…

Artificial Intelligence · Computer Science 2025-08-04 Banan Alkhateeb , Ellis Solaiman

Artificial Intelligence is rapidly advancing and radically impacting everyday life, driven by the increasing availability of computing power. Despite this trend, the adoption of AI in real-world healthcare is still limited. One of the main…

Artificial Intelligence · Computer Science 2024-12-02 Akshat Dubey , Zewen Yang , Georges Hattab