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Solving mathematical reasoning problems requires not only accurate access to relevant knowledge but also careful, multi-step thinking. However, current retrieval-augmented models often rely on a single perspective, follow inflexible search…

Artificial Intelligence · Computer Science 2025-11-03 Ali Asgarov , Umid Suleymanov , Aadyant Khatri

Building embodied AI systems that can follow arbitrary language instructions in any 3D environment is a key challenge for creating general AI. Accomplishing this goal requires learning to ground language in perception and embodied actions,…

Robotics · Computer Science 2024-10-14 SIMA Team , Maria Abi Raad , Arun Ahuja , Catarina Barros , Frederic Besse , Andrew Bolt , Adrian Bolton , Bethanie Brownfield , Gavin Buttimore , Max Cant , Sarah Chakera , Stephanie C. Y. Chan , Jeff Clune , Adrian Collister , Vikki Copeman , Alex Cullum , Ishita Dasgupta , Dario de Cesare , Julia Di Trapani , Yani Donchev , Emma Dunleavy , Martin Engelcke , Ryan Faulkner , Frankie Garcia , Charles Gbadamosi , Zhitao Gong , Lucy Gonzales , Kshitij Gupta , Karol Gregor , Arne Olav Hallingstad , Tim Harley , Sam Haves , Felix Hill , Ed Hirst , Drew A. Hudson , Jony Hudson , Steph Hughes-Fitt , Danilo J. Rezende , Mimi Jasarevic , Laura Kampis , Rosemary Ke , Thomas Keck , Junkyung Kim , Oscar Knagg , Kavya Kopparapu , Rory Lawton , Andrew Lampinen , Shane Legg , Alexander Lerchner , Marjorie Limont , Yulan Liu , Maria Loks-Thompson , Joseph Marino , Kathryn Martin Cussons , Loic Matthey , Siobhan Mcloughlin , Piermaria Mendolicchio , Hamza Merzic , Anna Mitenkova , Alexandre Moufarek , Valeria Oliveira , Yanko Oliveira , Hannah Openshaw , Renke Pan , Aneesh Pappu , Alex Platonov , Ollie Purkiss , David Reichert , John Reid , Pierre Harvey Richemond , Tyson Roberts , Giles Ruscoe , Jaume Sanchez Elias , Tasha Sandars , Daniel P. Sawyer , Tim Scholtes , Guy Simmons , Daniel Slater , Hubert Soyer , Heiko Strathmann , Peter Stys , Allison C. Tam , Denis Teplyashin , Tayfun Terzi , Davide Vercelli , Bojan Vujatovic , Marcus Wainwright , Jane X. Wang , Zhengdong Wang , Daan Wierstra , Duncan Williams , Nathaniel Wong , Sarah York , Nick Young

Procedural activity assistants potentially support humans in a variety of settings, from our daily lives, e.g., cooking or assembling flat-pack furniture, to professional situations, e.g., manufacturing or biological experiments. Despite…

Computation and Language · Computer Science 2025-10-02 Kimihiro Hasegawa , Wiradee Imrattanatrai , Masaki Asada , Ken Fukuda , Teruko Mitamura

With the rapid evolution of Large Language Models (LLMs), generative recommendation is gradually reshaping the paradigm of recommender systems. However, most existing methods remain confined to the interaction-driven next-item prediction…

Information Retrieval · Computer Science 2026-04-21 Yang Yu , Lei Kou , Huaikuan Yi , Bin Chen , Yayu Cao , Lei Shen , Chao Zhang , Bing Wang , Xiaoyi Zeng

We introduce SigmaCollab, a dataset enabling research on physically situated human-AI collaboration. The dataset consists of a set of 85 sessions in which untrained participants were guided by a mixed-reality assistive AI agent in…

Human-Computer Interaction · Computer Science 2025-11-05 Dan Bohus , Sean Andrist , Ann Paradiso , Nick Saw , Tim Schoonbeek , Maia Stiber

The increasing integration of artificial intelligence (AI) in everyday life brings with it new challenges and questions for regarding how humans interact with autonomous agents. Multi-agent experiments, where humans and AI act together, can…

Human-Computer Interaction · Computer Science 2026-04-17 Chase McDonald , Cleotilde Gonzalez

The concept of an AI assistant for task guidance is rapidly shifting from a science fiction staple to an impending reality. Such a system is inherently complex, requiring models for perceptual grounding, attention, and reasoning, an…

Remote sighted assistance (RSA) has emerged as a conversational assistive technology, where remote sighted workers, i.e., agents, provide real-time assistance to users with vision impairments via video-chat-like communication. Researchers…

Human-Computer Interaction · Computer Science 2022-02-04 Jingyi Xie , Rui Yu , Sooyeon Lee , Yao Lyu , Syed Masum Billah , John M. Carroll

Deep learning has achieved great success in a wide spectrum of multimedia applications such as image classification, natural language processing and multimodal data analysis. Recent years have seen the development of many deep learning…

Machine Learning · Computer Science 2021-08-06 Naili Xing , Sai Ho Yeung , Chenghao Cai , Teck Khim Ng , Wei Wang , Kaiyuan Yang , Nan Yang , Meihui Zhang , Gang Chen , Beng Chin Ooi

A person's demonstration often serves as a key reference for others learning the same task. However, RGB video, the dominant medium for representing these demonstrations, often fails to capture fine-grained contextual cues such as intent,…

Computer Vision and Pattern Recognition · Computer Science 2025-05-06 Gabriel Sarch , Balasaravanan Thoravi Kumaravel , Sahithya Ravi , Vibhav Vineet , Andrew D. Wilson

Image fusion plays a key role in a variety of multi-sensor-based vision systems, especially for enhancing visual quality and/or extracting aggregated features for perception. However, most existing methods just consider image fusion as an…

Computer Vision and Pattern Recognition · Computer Science 2023-05-26 Risheng Liu , Zhu Liu , Jinyuan Liu , Xin Fan , Zhongxuan Luo

Recently, deep learning techniques have enjoyed success in various multimedia applications, such as image classification and multi-modal data analysis. Large deep learning models are developed for learning rich representations of complex…

Machine Learning · Computer Science 2016-03-28 Wei Wang , Gang Chen , Haibo Chen , Tien Tuan Anh Dinh , Jinyang Gao , Beng Chin Ooi , Kian-Lee Tan , Sheng Wang

Mixed Reality (MR) and Artificial Intelligence (AI) are increasingly becoming integral parts of our daily lives. Their applications range in fields from healthcare to education to entertainment. MR has opened a new frontier for such fields…

Human-Computer Interaction · Computer Science 2024-02-14 Ramez Yousri , Zeyad Essam , Yehia Kareem , Youstina Sherief , Sherry Gamil , Soha Safwat

In this paper we describe and evaluate a mixed reality system that aims to augment users in task guidance applications by combining automated and unsupervised information collection with minimally invasive video guides. The result is a…

Human-Computer Interaction · Computer Science 2017-01-11 Teesid Leelasawassuk , Dima Damen , Walterio Mayol-Cuevas

Recent advancements in eye tracking technology are driving the adoption of gaze-assisted interaction as a rich and accessible human-computer interaction paradigm. Gaze-assisted interaction serves as a contextual, non-invasive, and explicit…

Human-Computer Interaction · Computer Science 2018-03-14 Vijay Rajanna , Tracy Hammond

Large language models (LLMs) have proven to work well in question-answering scenarios, but real-world applications often require access to tools for live information or actuation. For this, LLMs can be extended with tools, which are often…

Software Engineering · Computer Science 2026-01-16 Robert K. Strehlow , Tobias Küster , Oskar F. Kupke , Brandon Llanque Kurps , Fikret Sivrikaya , Sahin Albayrak

The rise of Internet of Things (IoT) devices in the physical world necessitates voice-based interfaces capable of handling complex user experiences. While modern Large Language Models (LLMs) already demonstrate strong tool-usage…

Computation and Language · Computer Science 2026-05-11 Maximillian Chen , Xuanming Zhang , Michael Peng , Zhou Yu , Alexandros Papangelis , Yohan Jo

Knowledge-intensive conversations supported by large language models (LLMs) have become one of the most popular and helpful applications that can assist people in different aspects. Many current knowledge-intensive applications are centered…

Artificial Intelligence · Computer Science 2025-02-14 Zitao Li , Fei Wei , Yuexiang Xie , Dawei Gao , Weirui Kuang , Zhijian Ma , Bingchen Qian , Yaliang Li , Bolin Ding

Conversational information seeking (CIS) has been recognized as a major emerging research area in information retrieval. Such research will require data and tools, to allow the implementation and study of conversational systems. This paper…

Information Retrieval · Computer Science 2019-12-20 Hamed Zamani , Nick Craswell

Simulation has the potential to transform the development of robust algorithms for mobile agents deployed in safety-critical scenarios. However, the poor photorealism and lack of diverse sensor modalities of existing simulation engines…

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