ANITI is delighted to invite you to an exceptional scientific seminar, held on the occasion of the visit to Toulouse of two internationally renowned researchers.

📅 Thursday, July 17, 2025
🕥 Starting at 10:30 AM
📍 B612 — Room 6, Toulouse
🍽️ Followed by a lunch buffet

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Thomas Serre (Brown University & ANITI)
Scaling Laws vs. Neural Laws: Toward More Natural Artificial Vision

While large vision models now match human accuracy on benchmarks like ImageNet, their visual strategies diverge profoundly from those of the brain — and this divergence, strikingly, widens with scale. Thomas Serre will argue for an approach to artificial vision grounded in the neural laws of biological vision: developmental principles, cortical inductive biases, and learning from naturalistic video. Recent results from his lab show how this approach can pull deep networks toward markedly more human-like visual strategies, and how brain-inspired alternatives to transformer self-attention open promising new directions.

Ludovic Righetti (New York University & ANITI)
Learning Robotic Behaviors with Optimal Control and World-Models

How can planning and control algorithms operate directly in sensor space — vision, touch — rather than in abstract model-based representations? Ludovic Righetti will present his recent work on learning world-models and designing reinforcement learning algorithms tailored to multimodal sensory data, with concrete applications to legged locomotion and manipulation. The talk will also open onto a broader discussion on the societal impacts of robotics research and the responsibilities that engineers and researchers should embrace.

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Both talks speak directly to the core themes of ANITI: trustworthy artificial vision, learning-based robotics, and the dialogue between cognitive science and artificial intelligence.

The seminar will be followed by a lunch buffet, offering a privileged opportunity to exchange with both speakers.

👉 Attendance is free but registration is required

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