Invited talks

The Invited Talks at IDEAL 2025 bring together experts to share their latest research and practical insights straightforwardly and engagingly. These sessions are an excellent opportunity to explore new ideas, tackle current challenges, and see how cutting-edge techniques are applied in the real world. This year, we are very proud to host the following invited talks:

1. The Next Frontier in Explainable AI: Human-AI Synergy.

As AI systems become more complex, the need for effective explanations grows, especially in contexts where human decision-making is involved. This plenary talk explores the evolving role of explainable AI (XAI) in fostering human-AI collaboration. While traditional approaches to XAI focus on mathematical approaches looking for transparency but dificult for society  understanding,  the next frontier lies in creating explanations that empower users  and end-users better understand AI’s reasoning and AI’s advises and enhance their decision-making capabilities.

We will examine how well-designed explanations can bridge the gap between AI outputs and human comprehension, enabling more informed decisions in critical areas such as healthcare, finance, and autonomous systems. The focus will be on the utility of explanations in making AI more actionable and trustworthy, fostering a symbiotic relationship where humans and AI co-create decisions. By focusing on human-AI synergy, we aim to move beyond simply explaining AI’s behavior to facilitating collaborative decision-making, ensuring that explanations truly serve the needs of users and support effective, ethical decision-making.