LONG PAPER

Title: VLM-Based Continuous Training-Data Moderation for Multimodal Notification Recommendation
Authors: Jiachen Huang, Vishwakarma Singh, Lei Wang, Darien Boyd, and Dimitra Tsiaousi.
Paper: [Workshop proceedings coming soon]

LONG PAPER

Title: When Fusion Forgets: Diagnosing and Repairing Branch-Preservation Failures in Multimodal Recommendation
Authors: Smriti Jha, Ziqi Zhao, Putian Wang, Madison Teague, Allyne Zhang, and David Mortensen.
Paper: [Workshop proceedings coming soon]

LONG PAPER

Title: LUMIR: Decoupled Multimodal Representation Learning from Heterogeneous Data for Next-POI Recommendation
Authors: Zehui Wang, Wolfram Höpken and Dietmar Jannach.
Paper: [Workshop proceedings coming soon]

LONG PAPER

Title: Beyond Textual Semantics: CLIP-Aligned Multimodal Representations for LLM-Based Recommendation.
Authors: Kavach Dheer.
Paper: [Workshop proceedings coming soon]

LONG PAPER

Title: SwapRec: Warming Up Cold Items Through Training-Time Similar-Content Swaps
Authors: Marta Moscati, Jan Malte Lichtenberg, Davide Abbattista, Antonio De Candia, Laura Boggia, and Matteo Ruffini.
Paper: [Workshop proceedings coming soon]