Mixed Initiative for Multimodal ACSA Conversational Systems
David Traum

Agentic Verification of Municipal Incident Reports through Grounded Dialogue and Multimodal Evidence
Mohd Ariful Haque, Kishor Datta Gupta

PacaPet, a Proposal-Governance Architecture for Persistent Local LLM Agents
Erina Karati, Daniel Kluver

Leveraging Large Language Models to Detect and Revise Unsafe Responses in Context-Sensitive Dialogues
Tunde Oluwaseyi Ajayi, Mihael Arcan, Paul Buitelaar

Adaptive Orchestration with Cross-Episode Memory for Dynamic LLM-based Agent Pools
Marleen Lukei, Philine Thalia Kowol

Deepcounsel: A Multi-Agent Framework for Simulating Complex Courtroom Audio Environments
Aniket Deroy

Evaluating Success in Proactive Sales Dialogues: Balancing Customer Experience and Business Outcomes
Justyna Gromada, Alicja Kasicka, Natalia Krawczyk, Michał Szczerbak

LeafLink: Empowering the Indian Agricultural Ecosystem via a Multimodal Agentic Chatbot
Jane Elona J, Pattabhi RK Rao, Vijay Sundar Ram, Sobha Lalitha Devi

SeaDialogues: A Multilingual Culturally Grounded Multi-turn Dialogue Dataset on Southeast Asian Languages
Muhammad Dehan Al Kautsar, Aswin Candra, Muhammad Alif Al Hakim, Maxalmina Satria Kahfi, Fajri Koto, Alham Fikri Aji, Peerat Limkonchotiwat, Ekapol Chuangsuwanich, Genta Indra Winata