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AntTech
AntTech
May 30, 2025 · Artificial Intelligence

Insights from Ant Group’s 10th Technical Open Day: Multimodal, Embodied, and Future Model Architectures for AGI

The Ant Group’s 10th Technical Open Day gathered leading AI experts who examined the current state and future directions of multimodal large models, embodied AI, world models, transformer architectures, and vertical applications, offering a comprehensive view of the challenges and opportunities on the path toward AGI.

AGIAI safetyMultimodal Models
0 likes · 16 min read
Insights from Ant Group’s 10th Technical Open Day: Multimodal, Embodied, and Future Model Architectures for AGI
DataFunSummit
DataFunSummit
Jul 8, 2024 · Artificial Intelligence

World Models and Causal Inference in Reinforcement Learning: A Comprehensive Overview

This article reviews the role of world (mental) models and causal inference in reinforcement learning, covering their theoretical foundations, model‑based RL frameworks such as Dyna, sample‑efficiency challenges, causal structure learning, distribution correction, dynamics‑reward modeling, and experimental results that demonstrate performance gains across multiple tasks.

causal inferencemodel-based RLreinforcement learning
0 likes · 21 min read
World Models and Causal Inference in Reinforcement Learning: A Comprehensive Overview