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Active perception, the ability of a robot to proactively adjust its viewpoint to acquire task-relevant information, is essential for robust operation in unstructured real-world environments. While critical for downstream tasks such as…

机器人学 · 计算机科学 2026-03-03 Yongxi Huang , Zhuohang Wang , Wenjing Tang , Cewu Lu , Panpan Cai

Digital assistants have become ubiquitous in e-commerce applications, following the recent advancements in Information Retrieval (IR), Natural Language Processing (NLP) and Generative Artificial Intelligence (AI). However, customers are…

计算与语言 · 计算机科学 2024-05-06 Nikhita Vedula , Oleg Rokhlenko , Shervin Malmasi

Graphical User Interface (GUI) automation holds significant promise for assisting users with complex tasks, thereby boosting human productivity. Existing works leveraging Large Language Model (LLM) or LLM-based AI agents have shown…

计算机视觉与模式识别 · 计算机科学 2024-01-02 Difei Gao , Lei Ji , Zechen Bai , Mingyu Ouyang , Peiran Li , Dongxing Mao , Qinchen Wu , Weichen Zhang , Peiyi Wang , Xiangwu Guo , Hengxu Wang , Luowei Zhou , Mike Zheng Shou

Mobile agents that can leverage help from humans can potentially accomplish more complex tasks than they could entirely on their own. We develop "Help, Anna!" (HANNA), an interactive photo-realistic simulator in which an agent fulfills…

人机交互 · 计算机科学 2019-11-25 Khanh Nguyen , Hal Daumé

Plant phenotyping increasingly relies on (semi-)automated image-based analysis workflows to improve its accuracy and scalability. However, many existing solutions remain overly complex, difficult to reimplement and maintain, and pose high…

Multi-turn LLM agents are becoming pivotal to production systems, spanning customer service automation, e-commerce assistance, and interactive task management, where accurately distinguishing high-value informative signals from stochastic…

人工智能 · 计算机科学 2026-02-24 Yangyi Fang , Jiaye Lin , Xiaoliang Fu , Cong Qin , Haolin Shi , Chang Liu , Peilin Zhao

Objective: The next generation prosthetic hand that moves and feels like a real hand requires a robust neural interconnection between the human minds and machines. Methods: Here we present a neuroprosthetic system to demonstrate that…

Recent research on Large Language Models (LLMs) has led to remarkable advancements in general NLP AI assistants. Some studies have further explored the use of LLMs for planning and invoking models or APIs to address more general multi-modal…

计算机视觉与模式识别 · 计算机科学 2023-06-29 Difei Gao , Lei Ji , Luowei Zhou , Kevin Qinghong Lin , Joya Chen , Zihan Fan , Mike Zheng Shou

Long video understanding has emerged as an increasingly important yet challenging task in computer vision. Agent-based approaches are gaining popularity for processing long videos, as they can handle extended sequences and integrate various…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Zhuo Zhi , Qiangqiang Wu , Minghe shen , Wenbo Li , Yinchuan Li , Kun Shao , Kaiwen Zhou

High-quality human interpretation requires linguistic and factual preparation as well as the ability to retrieve information in real-time. This situation becomes particularly relevant in the context of remote simultaneous interpreting (RSI)…

计算与语言 · 计算机科学 2022-01-07 Claudio Fantinuoli , Giulia Marchesini , David Landan , Lukas Horak

Activation steering has emerged as a promising approach for efficiently adapting large language models (LLMs) to downstream behaviors. However, most existing steering methods rely on a single static direction per task or concept, making…

LLM-powered applications are highly susceptible to the quality of user prompts, and crafting high-quality prompts can often be challenging especially for domain-specific applications. This paper presents a novel dynamic context-aware prompt…

人工智能 · 计算机科学 2025-07-09 Xinye Tang , Haijun Zhai , Chaitanya Belwal , Vineeth Thayanithi , Philip Baumann , Yogesh K Roy

The progression to "Pervasive Augmented Reality" envisions easy access to multimodal information continuously. However, in many everyday scenarios, users are occupied physically, cognitively or socially. This may increase the friction to…

人机交互 · 计算机科学 2024-05-08 Jiahao Nick Li , Yan Xu , Tovi Grossman , Stephanie Santosa , Michelle Li

The increasing labor shortage and aging population underline the need for assistive robots to support human care recipients. To enable safe and responsive assistance, robots require accurate human motion prediction in physical interaction…

机器人学 · 计算机科学 2025-09-15 Saeed Saadatnejad , Reyhaneh Hosseininejad , Jose Barreiros , Katherine M. Tsui , Alexandre Alahi

Large language model agents are increasingly envisioned as always-on personal assistants with access to anything relevant in the user's digital world. Yet current systems operate over only narrow slices of that world, limiting…

A promising effective human-robot interaction in assistive robotic systems is gaze-based control. However, current gaze-based assistive systems mainly help users with basic grasping actions, offering limited support. Moreover, the…

机器人学 · 计算机科学 2025-08-20 Zejia Zhang , Bo Yang , Xinxing Chen , Weizhuang Shi , Haoyuan Wang , Wei Luo , Jian Huang

Recently, prompt learning has become a new paradigm to utilize pre-trained language models (PLMs) and achieves promising results in downstream tasks with a negligible increase of parameters. The current usage of discrete and continuous…

计算与语言 · 计算机科学 2022-01-19 Feihu Jin , Jinliang Lu , Jiajun Zhang , Chengqing Zong

Action recognition is essential for egocentric video understanding, allowing automatic and continuous monitoring of Activities of Daily Living (ADLs) without user effort. Existing literature focuses on 3D hand pose input, which requires…

计算机视觉与模式识别 · 计算机科学 2024-07-25 Wiktor Mucha , Martin Kampel

We present ProgVLA, a compact vision-language-action (VLA) model designed for reliable robot manipulation under tight compute and memory budgets. The model specifically focuses on efficiently processing long multi-modal sequences by…

机器人学 · 计算机科学 2026-05-28 Seungsu Kim , Jinyoung Choi , Seungmin Baek , Jean-Michel Renders

Vision-and-language navigation requires an agent to navigate through a real 3D environment following natural language instructions. Despite significant advances, few previous works are able to fully utilize the strong correspondence between…

计算机视觉与模式识别 · 计算机科学 2020-10-06 Yicong Hong , Cristian Rodriguez-Opazo , Qi Wu , Stephen Gould