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Gaia Molinaro

3 accepted papers

2025

When LLMs Play the Telephone Game: Cultural Attractors as Conceptual Tools to Evaluate LLMs in Multi-turn Settings

ICLR 2025poster

As large language models (LLMs) start interacting with each other and generating an increasing amount of text online, it becomes crucial to better understand how information is transformed as it passes from one LLM to the next. While significant research has examined individual LLM behaviors, existi…

2024

ACES: Generating a Diversity of Challenging Programming Puzzles with Autotelic Generative Models

NeurIPS 2024spotlight

The ability to invent novel and interesting problems is a remarkable feature of human intelligence that drives innovation, art, and science. We propose a method that aims to automate this process by harnessing the power of state-of-the-art generative models to produce a diversity of challenging yet…

Cited by 0SourcePDFScholar
2024

Latent Learning Progress Drives Autonomous Goal Selection in Human Reinforcement Learning

NeurIPS 2024poster

Humans are autotelic agents who learn by setting and pursuing their own goals. However, the precise mechanisms guiding human goal selection remain unclear. Learning progress, typically measured as the observed change in performance, can provide a valuable signal for goal selection in both humans and…

Cited by 3SourcePDFScholar