Workshop on Frugality and Explainability (Toulouse)

Invited Talks

1. Invited Talk: Adil Zouitine

06/10/2026 14:00

TBA

3. Invited Talk: Alexandre Allauzen

07/10/2026 09:30

TBA

4. Invited Talk: Ronan Sicre and Moncef Garouani

07/10/2026 14:00

TBA

5. Invited Talk: Meriem Belloucif - Low-Resource Preference Adaptation for LLMs

08/10/2026 09:30

Title: Low-Resource Preference Adaptation for LLMs

Abstract:

Adapting large language models to user-specific preferences is often constrained by the cost of
human annotation, making preference optimisation impractical in low-resource settings where
preferences cannot be reliably labelled by LLMs
themselves, e.g., due to cultural, subjective, or personalised contexts. I...

6. Invited Talk: Antonin Poché

08/10/2026 14:00

TBA

7. Invited Talk: Didier Schwab

09/10/2026 09:30

TBA

8. Invited Talk: Lihu Chen - Knowledge Boundary Awareness in Large Language Models

Lihu Chen

09/10/2026 11:00

Title: Knowledge Boundary Awareness in Large Language Models

Abstract: Large language models (LLMs) possess remarkable knowledge and reasoning capabilities, yet their capabilities are bounded. A fundamental challenge for trustworthy and efficient AI is enabling models to identify the limits of their own knowledge before producing an answer. In this talk, I will present our recent...