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