## Episode Summary

In this episode, we cover:

- **Seeing Fast and Slow: Learning the Flow of Time in Videos** (arXiv)

- [Read more](http://arxiv.org/abs/2604.21931v1)

- **LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.17295)

- **Encoder-Free Human Motion Understanding via Structured Motion Descriptions** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2604.21668)

- **MathDuels: Evaluating LLMs as Problem Posers and Solvers** (arXiv)

- [Read more](http://arxiv.org/abs/2604.21916v1)

- **From Research Question to Scientific Workflow: Leveraging Agentic AI for Science Automation** (arXiv)

- [Read more](http://arxiv.org/abs/2604.21910v1)

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