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Autism Spectrum Disorder (ASD) can profoundly affect reciprocal social communication, resulting in substantial and challenging impairments. One aspect is that for people with ASD conversations in everyday life are challenging due to…

Human-Computer Interaction · Computer Science 2024-07-31 Christian Poglitsch , Johanna Pirker

Introducing curiosities in a conversation is a way to teach something new to the person in a pleasant and enjoyable way. Enriching dialogues with contextualized curiosities can improve the users' perception of a dialog system and their…

Computation and Language · Computer Science 2023-09-21 Frederico Vicente , Rafael Ferreira , David Semedo , João Magalhães

Using questions in written text is an effective strategy to enhance readability. However, what makes an active reading question good, what the linguistic role of these questions is, and what is their impact on human reading remains…

Computation and Language · Computer Science 2024-07-30 Peng Cui , Vilém Zouhar , Xiaoyu Zhang , Mrinmaya Sachan

When deploying autonomous agents in the real world, we need effective ways of communicating objectives to them. Traditional skill learning has revolved around reinforcement and imitation learning, each with rigid constraints on the format…

Artificial Intelligence · Computer Science 2019-11-21 Mark Woodward , Chelsea Finn , Karol Hausman

Developmental machine learning studies how artificial agents can model the way children learn open-ended repertoires of skills. Such agents need to create and represent goals, select which ones to pursue and learn to achieve them. Recent…

Exploration is one of the core challenges in reinforcement learning. A common formulation of curiosity-driven exploration uses the difference between the real future and the future predicted by a learned model. However, predicting the…

Machine Learning · Computer Science 2021-01-19 Victoria Dean , Shubham Tulsiani , Abhinav Gupta

High-fidelity, AI-based simulated classroom systems enable teachers to rehearse effective teaching strategies. However, dialogue-oriented open-ended conversations such as teaching a student about scale factors can be difficult to model.…

Human-Computer Interaction · Computer Science 2021-12-07 Debajyoti Datta , Maria Phillips , James P Bywater , Jennifer Chiu , Ginger S. Watson , Laura E. Barnes , Donald E Brown

Growing up in an artificial intelligence-filled world, with Siri and Amazon Alexa often within arm's - or speech's - reach, could have significant impact on children. Conversational agents could influence how students anthropomorphize…

Human-Computer Interaction · Computer Science 2021-02-03 Jessica Van Brummelen , Viktoriya Tabunshchyk , Tommy Heng

To solve difficult tasks, humans ask questions to acquire knowledge from external sources. In contrast, classical reinforcement learning agents lack such an ability and often resort to exploratory behavior. This is exacerbated as few…

Artificial Intelligence · Computer Science 2022-07-05 Iou-Jen Liu , Xingdi Yuan , Marc-Alexandre Côté , Pierre-Yves Oudeyer , Alexander G. Schwing

Building intelligent agents that can communicate with and learn from humans in natural language is of great value. Supervised language learning is limited by the ability of capturing mainly the statistics of training data, and is hardly…

Computation and Language · Computer Science 2018-05-02 Haichao Zhang , Haonan Yu , Wei Xu

We introduce a novel category of GC-agents capable of functioning as both teachers and learners. Leveraging action-based demonstrations and language-based instructions, these agents enhance communication efficiency. We investigate the…

Artificial Intelligence · Computer Science 2023-09-28 Hugo Caselles-Dupré , Olivier Sigaud , Mohamed Chetouani

Learning requires both study and curiosity. A good learner is not only good at extracting information from the data given to it, but also skilled at finding the right new information to learn from. This is especially true when a human…

Computer Vision and Pattern Recognition · Computer Science 2021-09-03 Ervin Teng , Bob Iannucci

Users often formulate their search queries with immature language without well-developed keywords and complete structures. Such queries fail to express their true information needs and raise ambiguity as fragmental language often yield…

Information Retrieval · Computer Science 2021-01-19 Zhenduo Wang , Qingyao Ai

The ability to engage in goal-oriented conversations has allowed humans to gain knowledge, reduce uncertainty, and perform tasks more efficiently. Artificial agents, however, are still far behind humans in having goal-driven conversations.…

Computation and Language · Computer Science 2019-07-30 Pushkar Shukla , Carlos Elmadjian , Richika Sharan , Vivek Kulkarni , Matthew Turk , William Yang Wang

Biological infants are naturally curious and try to comprehend their physical surroundings by interacting, in myriad multisensory ways, with different objects - primarily macroscopic solid objects - around them. Through their various…

Artificial Intelligence · Computer Science 2021-05-18 Tejas Gaikwad , Romi Banerjee

Much of early literacy education happens at home with caretakers reading books to young children. Prior research demonstrates how having dialogue with children during co-reading can develop critical reading readiness skills, but most adult…

Human-Computer Interaction · Computer Science 2024-05-08 Griffin Dietz Smith , Siddhartha Prasad , Matt J. Davidson , Leah Findlater , R. Benjamin Shapiro

Animals exhibit an innate ability to learn regularities of the world through interaction. By performing experiments in their environment, they are able to discern the causal factors of variation and infer how they affect the world's…

Machine Learning · Computer Science 2021-08-10 Sumedh A. Sontakke , Arash Mehrjou , Laurent Itti , Bernhard Schölkopf

Curiosity for machine agents has been a focus of intense research. The study of human and animal curiosity, particularly specific curiosity, has unearthed several properties that would offer important benefits for machine learners, but that…

Machine Learning · Computer Science 2022-05-24 Nadia M. Ady , Roshan Shariff , Johannes Günther , Patrick M. Pilarski

For generative AI to succeed, how engaging a conversationalist must it be? For almost sixty years, some conversational agents have responded to any question or comment to keep a conversation going. In recent years, several utilized machine…

Computation and Language · Computer Science 2024-01-09 Donald Brinkman , Jonathan Grudin

As modern games continue growing both in size and complexity, it has become more challenging to ensure that all the relevant content is tested and that any potential issue is properly identified and fixed. Attempting to maximize testing…

Machine Learning · Computer Science 2021-06-25 Camilo Gordillo , Joakim Bergdahl , Konrad Tollmar , Linus Gisslén