IntRS 2024
Interfaces and Human Decision Making for Recommender Systems 2024

Table of Contents

• Preface
  Summary: There were 15 papers submitted for peer-review to this workshop. Out of these, 11 papers were included in this volume, 4 as regular papers and 7 as short papers.

Regular Papers

• Comparative Explanations for Recommendation: Research Directions 1-14
  Meysam Varasteh , Elizabeth McKinnie , Amanda Aird , Daniel Acuña , Robin Burke
• Comparing User Interfaces for Customizing Multi-Objective Recommender Systems 15-28
  Patrik Dokoupil , Ludovico Boratto , Ladislav Peska
• Designing and Evaluating an Educational Recommender System with Different Levels of User Control 29-45
  Qurat Ul Ain , Mohamed Amine Chatti , William Kana Tsoplefack , Rawaa Alatrash , Shoeb Joarder
• Bridging the Transparency Gap: Exploring Multi-Stakeholder Preferences for Targeted Advertisement Explanations 46-58
  Dina Zilbershtein , Francesco Barile , Daan Odijk , Nava Tintarev

Short Papers

• What Are We Optimizing For? A Human-centric Evaluation of Deep Learning-based Movie Recommenders 59-70
  Ruixuan Sun , Xinyi Wu , Avinash Akella , Ruoyan Kong , Bart Knijnenburg , Joseph A. Konstan
• Designing an Interpretable Interface for Contextual Bandits 71-80
  Andrew Maher , Matia Gobbo , Lancelot Lachartre , Subash Prabanantham , Rowan Swiers , Puli Liyanagama
• Social Circle-Enhanced Fashion Recommendations System 81-91
  Aayesha Aayesha , Muhammad Afzaal , Julia Neidhardt
• The Effect of Relational versus Anecdotal Explanations in Movie Domain Recommendations 92-102
  Liam de la Cour , Derek Bridge
• Intended Movie Experience: Linking Elicited Emotions to Eudaimonic and Hedonic Characteristics 103-112
  Arsen Matej Golubovikj , Osnat Mokryn , Marko Tkalčič
• The Importance of Cognitive Biases in the Recommendation Ecosystem: Evidence of Feature-Positive Effect, Ikea Effect, and Cultural Homophily 113-123
  Markus Schedl , Oleg Lesota , Shahed Masoudian
• Integrating the Mechanisms of Critiquing-based Recommendation into Constraint Solving 124-133
  Pavle Knežević , Alexander Felfernig , Sebastian Lubos