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Despite widespread interests in reinforcement-learning for task-oriented dialogue systems, several obstacles can frustrate research and development progress. First, reinforcement learners typically require interaction with the environment,…

机器学习 · 计算机科学 2017-11-15 Xiujun Li , Zachary C. Lipton , Bhuwan Dhingra , Lihong Li , Jianfeng Gao , Yun-Nung Chen

Current vision and language tasks usually take complete visual data (e.g., raw images or videos) as input, however, practical scenarios may often consist the situations where part of the visual information becomes inaccessible due to…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Ye Zhu , Yu Wu , Yi Yang , Yan Yan

Multimodal learning has advanced the performance for many vision-language tasks. However, most existing works in embodied dialog research focus on navigation and leave the localization task understudied. The few existing dialog-based…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Chao Zhang , Mohan Li , Ignas Budvytis , Stephan Liwicki

Generative artificial intelligence has shown promise in prompting virtual worlds into existence, yet little attention has been given to understanding how this process unfolds as social interaction. We present Social Conjurer, a framework…

We create a new task-oriented dialog platform (MEEP) where agents are given considerable freedom in terms of utterances and API calls, but are constrained to work within a push-button environment. We include facilities for collecting…

There has been growing interest in using neural networks and deep learning techniques to create dialogue systems. Conversational recommendation is an interesting setting for the scientific exploration of dialogue with natural language as…

机器学习 · 计算机科学 2019-03-05 Raymond Li , Samira Kahou , Hannes Schulz , Vincent Michalski , Laurent Charlin , Chris Pal

Interacting with human agents in complex scenarios presents a significant challenge for robotic navigation, particularly in environments that necessitate both collision avoidance and collaborative interaction, such as indoor spaces. Unlike…

机器人学 · 计算机科学 2024-11-07 Lingfeng Sun , Yixiao Wang , Pin-Yun Hung , Changhao Wang , Xiang Zhang , Zhuo Xu , Masayoshi Tomizuka

Arguably, the visual perception of conversational agents to the physical world is a key way for them to exhibit the human-like intelligence. Image-grounded conversation is thus proposed to address this challenge. Existing works focus on…

计算与语言 · 计算机科学 2021-06-24 Zujie Liang , Huang Hu , Can Xu , Chongyang Tao , Xiubo Geng , Yining Chen , Fan Liang , Daxin Jiang

We introduce the first goal-driven training for visual question answering and dialog agents. Specifically, we pose a cooperative 'image guessing' game between two agents -- Qbot and Abot -- who communicate in natural language dialog so that…

计算机视觉与模式识别 · 计算机科学 2017-03-22 Abhishek Das , Satwik Kottur , José M. F. Moura , Stefan Lee , Dhruv Batra

Safe, agile, and socially compliant multi-robot navigation in cluttered and constrained environments remains a critical challenge. This is especially difficult with self-interested agents with unique, unknown priorities in decentralized…

机器人学 · 计算机科学 2026-05-12 Vagul Mahadevan , Shangtong Zhang , Rohan Chandra

In the naming game, individuals or agents exchange pairwise local information in order to communicate about objects in their common environment. The goal of the game is to reach a consensus about naming these objects. Originally used to…

多智能体系统 · 计算机科学 2009-12-24 Reginaldo J. da Silva Filho , Matthias R. Brust , Carlos H. C. Ribeiro

In this paper, we investigate the task of general conversational image retrieval on open-domain images. The objective is to search for images based on interactive conversations between humans and computers. To advance this task, we curate a…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Zijia Zhao , Longteng Guo , Tongtian Yue , Erdong Hu , Shuai Shao , Zehuan Yuan , Hua Huang , Jing Liu

Traditional recommendation systems produce static rather than interactive recommendations invariant to a user's specific requests, clarifications, or current mood, and can suffer from the cold-start problem if their tastes are unknown.…

计算与语言 · 计算机科学 2019-09-10 Dongyeop Kang , Anusha Balakrishnan , Pararth Shah , Paul Crook , Y-Lan Boureau , Jason Weston

In social situations, individuals often encounter communication challenges, particularly when adapting to new environments. While some studies have acknowledged the potential of AR social games to aid in effective socialization to some…

人机交互 · 计算机科学 2023-09-08 Boyuan Chen , Junkun Long , Wenxuan Zheng , Yuzheng Wu , Ziming Li , Yue Li , Hai-Ning Liang

The Visual Dialogue task requires an agent to engage in a conversation about an image with a human. It represents an extension of the Visual Question Answering task in that the agent needs to answer a question about an image, but it needs…

计算机视觉与模式识别 · 计算机科学 2017-11-22 Qi Wu , Peng Wang , Chunhua Shen , Ian Reid , Anton van den Hengel

When humans converse, what a speaker will say next significantly depends on what he sees. Unfortunately, existing dialogue models generate dialogue utterances only based on preceding textual contexts, and visual contexts are rarely…

计算与语言 · 计算机科学 2021-06-01 Yuxian Meng , Shuhe Wang , Qinghong Han , Xiaofei Sun , Fei Wu , Rui Yan , Jiwei Li

We tackle the challenging task of generating complete 3D facial animations for two interacting, co-located participants from a mixed audio stream. While existing methods often produce disembodied "talking heads" akin to a video conference…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Mengyi Shan , Shouchieh Chang , Ziqian Bai , Shichen Liu , Yinda Zhang , Luchuan Song , Rohit Pandey , Sean Fanello , Zeng Huang

Visual Dialog is a multimodal task of answering a sequence of questions grounded in an image, using the conversation history as context. It entails challenges in vision, language, reasoning, and grounding. However, studying these subtasks…

计算机视觉与模式识别 · 计算机科学 2019-09-20 Satwik Kottur , José M. F. Moura , Devi Parikh , Dhruv Batra , Marcus Rohrbach

Rendezvous aims at gathering all robots at a specific location, which is an important collaborative behavior for multi-robot systems. However, in an unknown environment, it is challenging to achieve rendezvous. Previous researches mainly…

机器人学 · 计算机科学 2024-12-04 Kun Song , Gaoming Chen , Wenhang Liu , Zhenhua Xiong

Current dialogue research primarily studies pairwise (two-party) conversations, and does not address the everyday setting where more than two speakers converse together. In this work, we both collect and evaluate multi-party conversations…

计算与语言 · 计算机科学 2023-06-12 Jimmy Wei , Kurt Shuster , Arthur Szlam , Jason Weston , Jack Urbanek , Mojtaba Komeili