2022-04419 - Post-Doctoral Research Visit F/M Socially-Aware Embodied Conversational Agents: Achieving Task and Social Goals in Human-Computer Conversation
Le descriptif de l’offre ci-dessous est en Anglais

Type de contrat : CDD

Contrat renouvelable : Oui

Niveau de diplôme exigé : Thèse ou équivalent

Fonction : Post-Doctorant

Niveau d'expérience souhaité : De 3 à 5 ans

Contexte et atouts du poste

The objective of this project is to build embodied conversational agents (also known as ECAs, or virtual humans, or chatbots, or multimodal dialogue systems) that have the ability to engage their users in both social and task talk, where the social talk serves to improve task performance. In order to achieve this objective, we model human-human conversation, and integrate the models into ECAs, and then evaluate their performance. Depending on the candidate's experience, she or he can be hired as postdoc, or as "young researcher", which is a more advanced position. 

 

Mission confiée

The post doc chosen for this project should have a broad range of skills including at least several of the following: 

  1. Experience with analysis of human-human conversational behavior, as the team relies on human behavior as the basis for the implementation of conversational agents. A plus would be experience in gathering and constructing corpora as the team routinely gathers and annotates data on the interaction between social and task aspects of human-human conversation.
  2. Experience building statistical and computational models of human data, particularly conversational data, based both on our own analyses and on relevant prior literature, using tools such as structural equation modeling, as well as neural network-based approaches.. 
  3. Experience with implementing and managing functioning embodied conversational agents, social robots or spoken dialogue systems, using machine learning approaches to dialogue systems, such as deep reinforcement learning and LSTM (among others). 

For a better knowledge of the proposed research subject:

For more information on the project, potential candidates should look at the SARA (Socially-Aware Robot Assistant) website at <http://articulab.hcii.cs.cmu.edu/projects/sara/> and read some of the publications associated with the project, here <http://articulab.hcii.cs.cmu.edu/publications/>

Responsibilities:

The person recruited is responsible for conducting cutting-edge research in the field of embodied conversational agents, including helping to manage the research team of PhD and Masters students.

Principales activités

Main activities (5 max):

  • Build models of human behavior
  • Design and carry out experiments
  • Analyze their results 
  • Write articles & present work in conferences 
  • Improve the existing pipeline of the conversational agent 

Additional activities (3 maximum):

  • Help to manage research team
  • Prepare demos for conferences and visitors

 

Compétences

Competences Techniques: Solid competence in deep learning applied to dialogue systems, Solid competence in multimodal systems, advanced competence in programming in languages such as Python and Java, and use of tools such as Tensorflow and Pytorch. 

Langue: French, English 

Competences relationnelles: ability to work in a team, and collaborate with others from different disciplines and backgrounds. Ability to work independently. Ability to manage other team members. 

Compétences additionnelles appreciées: background in one or several of the following: cognitive science, linguistics, conversational analysis, sociolinguistics, social cognition, learning science

Avantages

  • Subsidized meals
  • Partial reimbursement of public transport costs
  • Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.)
  • Possibility of teleworking (after 6 months of employment) and flexible organization of working hours
  • Professional equipment available (videoconferencing, loan of computer equipment, etc.)
  • Social, cultural and sports events and activities
  • Access to vocational training

Rémunération

The remuneration will be established according to the profile and the experience of the candidate