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Related papers: Mobile App Tasks with Iterative Feedback (MoTIF): …

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Reactions such as gestures, facial expressions, and vocalizations are an abundant, naturally occurring channel of information that humans provide during interactions. A robot or other agent could leverage an understanding of such implicit…

Human-Computer Interaction · Computer Science 2020-12-08 Yuchen Cui , Qiping Zhang , Alessandro Allievi , Peter Stone , Scott Niekum , W. Bradley Knox

We introduce VisIT-Bench (Visual InsTruction Benchmark), a benchmark for evaluation of instruction-following vision-language models for real-world use. Our starting point is curating 70 'instruction families' that we envision instruction…

Computation and Language · Computer Science 2023-12-27 Yonatan Bitton , Hritik Bansal , Jack Hessel , Rulin Shao , Wanrong Zhu , Anas Awadalla , Josh Gardner , Rohan Taori , Ludwig Schmidt

The demand for quality in mobile applications has increased greatly given users' high reliance on them for daily tasks. Developers work tirelessly to ensure that their applications are both functional and user-friendly. In pursuit of this,…

Software Engineering · Computer Science 2025-05-16 Safwat Ali Khan

Text-goal instance navigation (TGIN) asks an agent to resolve a single, free-form description into actions that reach the correct object instance among same-category distractors. We present \textit{Context-Nav}, which elevates long,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-19 Won Shik Jang , Ue-Hwan Kim

We introduce MoTIF, a mode-structured tensor framework for multi-parametric approximation, super-resolution, and temporal forecasting of high-dimensional unsteady systems. The methodology leverages High-Order Singular Value Decomposition…

Visual reasoning in multimodal large language models (MLLMs) has primarily been studied in static, fully observable settings, limiting their effectiveness in real-world environments where information is often incomplete due to occlusion or…

Computer Vision and Pattern Recognition · Computer Science 2025-10-27 Weijie Zhou , Xuantang Xiong , Yi Peng , Manli Tao , Chaoyang Zhao , Honghui Dong , Ming Tang , Jinqiao Wang

The problems studied in this paper originate from Graph Motif, a problem introduced in 2006 in the context of biological networks. Informally speaking, it consists in deciding if a multiset of colors occurs in a connected subgraph of a…

Computational Complexity · Computer Science 2014-09-11 Romeo Rizzi , Florian Sikora

Recently, the Metaverse is becoming increasingly attractive, with millions of users accessing the many available virtual worlds. However, how do users find the one Metaverse which best fits their current interests? So far, the search…

Computer Vision and Pattern Recognition · Computer Science 2023-12-25 Ali Abdari , Alex Falcon , Giuseppe Serra

For effective human-robot collaboration, it is crucial for robots to understand requests from users and ask reasonable follow-up questions when there are ambiguities. While comprehending the users' object descriptions in the requests,…

Robotics · Computer Science 2021-07-13 Fethiye Irmak Dogan , Gaspar I. Melsion , Iolanda Leite

We propose a novel task of text-controlled human object interaction generation in 3D scenes with movable objects. Existing human-scene interaction datasets suffer from insufficient interaction categories and typically only consider…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Xinhao Cai , Minghang Zheng , Xin Jin , Yang Liu

The traditional image captioning task uses generic reference captions to provide textual information about images. Different user populations, however, will care about different visual aspects of images. In this paper, we propose a new…

Computation and Language · Computer Science 2020-11-10 Adam Fisch , Kenton Lee , Ming-Wei Chang , Jonathan H. Clark , Regina Barzilay

This paper presents a systematic evaluation of state-of-the-art multimodal large language models (MLLMs) on intuitive physics tasks using the GRASP and IntPhys 2 datasets. We assess the open-source models InternVL 2.5, Qwen 2.5 VL,…

Computation and Language · Computer Science 2025-07-23 Mohamad Ballout , Serwan Jassim , Elia Bruni

Artificial intelligence and machine learning algorithms have become ubiquitous. Although they offer a wide range of benefits, their adoption in decision-critical fields is limited by their lack of interpretability, particularly with textual…

Machine Learning · Computer Science 2023-01-27 Diego Antognini

Mobile GUI agents powered by large language models have progressed rapidly, creating urgent needs for realistic and comprehensive evaluation. Existing benchmarks prioritize reproducibility but are often limited to open-source apps or…

Artificial Intelligence · Computer Science 2026-05-26 Guohong Liu , Jialei Ye , Pengzhi Gao , Wei Liu , Jian Luan , Yunxin Liu , Yuanchun Li

Many programming problems call for turning geometrical thoughts into code: tables, hierarchical structures, nests of objects, trees, forests, graphs, and so on. Linear text does not do justice to such thoughts. But, it has been the dominant…

Programming Languages · Computer Science 2020-10-27 Leif Andersen , Michael Ballantyne , Matthias Felleisen

Since software performance requirements are documented in natural language, quantifying them into mathematical forms is essential for software engineering. Yet, the vagueness in performance requirements and uncertainty of human cognition…

Software Engineering · Computer Science 2026-04-28 Shihai Wang , Tao Chen

This research paper addresses the limitations of current mobile accessibility services like TalkBack, which provide manual gesture-based sequential feedback to BVI users. Motivated by the promise of large language models (LLMs), this paper…

Human-Computer Interaction · Computer Science 2026-05-12 Joshua Owusu Ansah , Anuj Kapoor , Ayush Khanna , Manvika Vinod , Precious Njeck , Shuai Gao

Recently, text-guided image manipulation has received increasing attention in the research field of multimedia processing and computer vision due to its high flexibility and controllability. Its goal is to semantically manipulate parts of…

Computer Vision and Pattern Recognition · Computer Science 2022-11-29 Ryugo Morita , Zhiqiang Zhang , Man M. Ho , Jinjia Zhou

One core capability of large language models (LLMs) is to follow natural language instructions. However, the issue of automatically constructing high-quality training data to enhance the complex instruction-following abilities of LLMs…

Computation and Language · Computer Science 2024-07-19 Guanting Dong , Keming Lu , Chengpeng Li , Tingyu Xia , Bowen Yu , Chang Zhou , Jingren Zhou

Despite significant advances in LLM-driven GUI agents, the field remains constrained by the challenge of reconciling high-fidelity realism with verifiable evaluation accuracy. To address this, we introduce NaturalGAIA, a verifiable…

Artificial Intelligence · Computer Science 2026-04-21 Zihan Zheng , Tianle Cui , Taoran Wang , Fengtao Wang , Jiahui Pan , Lewei He , Qianglong Chen
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