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Modelling other agents' behaviors plays an important role in decision models for interactions among multiple agents. To optimise its own decisions, a subject agent needs to model what other agents act simultaneously in an uncertain…

人工智能 · 计算机科学 2022-03-08 Yinghui Pan , Hanyi Zhang , Yifeng Zeng , Biyang Ma , Jing Tang , Zhong Ming

Albrecht and Stone (2018) state that modeling of changing behaviors remains an open problem "due to the essentially unconstrained nature of what other agents may do". In this work we evaluate the adaptability of neural artificial agents…

计算与语言 · 计算机科学 2024-02-08 Philipp Sadler , Sherzod Hakimov , David Schlangen

Investigating cooperativity of interlocutors is central in studying pragmatics of dialogue. Models of conversation that only assume cooperative agents fail to explain the dynamics of strategic conversations. Thus, we investigate the ability…

计算与语言 · 计算机科学 2022-07-18 Anthony Sicilia , Tristan Maidment , Pat Healy , Malihe Alikhani

Humans inevitably develop a sense of the relationships between objects, some of which are based on their appearance. Some pairs of objects might be seen as being alternatives to each other (such as two pairs of jeans), while others may be…

计算机视觉与模式识别 · 计算机科学 2015-06-17 Julian McAuley , Christopher Targett , Qinfeng Shi , Anton van den Hengel

Recommender systems assist users in navigating complex information spaces and focus their attention on the content most relevant to their needs. Often these systems rely on user activity or descriptions of the content. Social annotation…

When humans cooperate, they frequently coordinate their activity through both verbal communication and non-verbal actions, using this information to infer a shared goal and plan. How can we model this inferential ability? In this paper, we…

人工智能 · 计算机科学 2023-06-29 Lance Ying , Tan Zhi-Xuan , Vikash Mansinghka , Joshua B. Tenenbaum

In many situations, communication between agents is a critical component of cooperative multi-agent systems, however, it can be difficult to learn or evolve. In this paper, we investigate a simple way in which the emergence of communication…

多智能体系统 · 计算机科学 2024-05-28 Dylan Cope , Peter McBurney

An implicit expectation of asking users to rate agents, such as an AI decision-aid, is that they will use only relevant information -- ask them about an agent's benevolence, and they should consider whether or not it was kind. Behavioral…

人机交互 · 计算机科学 2023-07-28 Nikolos Gurney , David Pynadath , Ning Wang

Referring expressions are natural language constructions used to identify particular objects within a scene. In this paper, we propose a unified framework for the tasks of referring expression comprehension and generation. Our model is…

计算机视觉与模式识别 · 计算机科学 2017-04-19 Licheng Yu , Hao Tan , Mohit Bansal , Tamara L. Berg

Shared reference is an essential aspect of meaning. It is also indispensable for the semantic web, since it enables to weave the global graph, i.e., it allows different users to contribute to an identical referent. For example, an essential…

人工智能 · 计算机科学 2012-06-28 Simon Scheider , Krzysztof Janowicz , Benjamin Adams

During spontaneous conversations, speakers collaborate on novel referring expressions, which they can then re-use in subsequent conversations. Understanding such referring expressions is an important ability for an embodied agent, so that…

计算与语言 · 计算机科学 2025-10-27 Zhengxiang Wang , Weiling Li , Panagiotis Kaliosis , Owen Rambow , Susan E. Brennan

Imitation is a key component of human social behavior, and is widely used by both children and adults as a way to navigate uncertain or unfamiliar situations. But in an environment populated by multiple heterogeneous agents pursuing…

神经元与认知 · 定量生物学 2023-05-15 Max Taylor-Davies , Stephanie Droop , Christopher G. Lucas

Collaborative filtering analyzes user preferences for items (e.g., books, movies, restaurants, academic papers) by exploiting the similarity patterns across users. In implicit feedback settings, all the items, including the ones that a user…

机器学习 · 统计学 2016-02-05 Dawen Liang , Laurent Charlin , James McInerney , David M. Blei

Whether in groups of humans or groups of computer agents, collaboration is most effective between individuals who have the ability to coordinate on a joint strategy for collective action. However, in general a rational actor will only…

人工智能 · 计算机科学 2016-02-15 Peter M. Krafft , Chris L. Baker , Alex Pentland , Joshua B. Tenenbaum

Many tasks in AI require the collaboration of multiple agents. Typically, the communication protocol between agents is manually specified and not altered during training. In this paper we explore a simple neural model, called CommNet, that…

机器学习 · 计算机科学 2016-11-01 Sainbayar Sukhbaatar , Arthur Szlam , Rob Fergus

Team adaptation to new cooperative tasks is a hallmark of human intelligence, which has yet to be fully realized in learning agents. Previous work on multi-agent transfer learning accommodate teams of different sizes, heavily relying on the…

人工智能 · 计算机科学 2022-03-10 Rongjun Qin , Feng Chen , Tonghan Wang , Lei Yuan , Xiaoran Wu , Zongzhang Zhang , Chongjie Zhang , Yang Yu

Collaborative robotics requires effective communication between a robot and a human partner. This work proposes a set of interpretive principles for how a robotic arm can use pointing actions to communicate task information to people by…

机器人学 · 计算机科学 2019-12-16 Malihe Alikhani , Baber Khalid , Rahul Shome , Chaitanya Mitash , Kostas Bekris , Matthew Stone

Consider a collaborative task carried out by two autonomous agents that are able to communicate over a noisy channel. Each agent is only aware of its own state, while the accomplishment of the task depends on the value of the joint state of…

信息论 · 计算机科学 2019-03-01 Arsham Mostaani , Osvaldo Simeone , Symeon Chatzinotas , Bjorn Ottersten

Agents' judgment depends on perception and previous knowledge. Assuming that previous knowledge depends on perception, we can say that judgment depends on perception. So, if judgment depends on perception, can agents judge that they have…

神经元与认知 · 定量生物学 2012-02-21 Ahmed M. Mahran

In the context of humans operating with artificial or autonomous agents in a hybrid team, it is essential to accurately identify when to authorize those team members to perform actions. Given past examples where humans and autonomous…

人工智能 · 计算机科学 2023-10-12 Andrew Fuchs , Andrea Passarella , Marco Conti