## Episode Summary

In this episode, we cover:

- **Seeing Before Reasoning: Decoupling Perception and Reasoning for Shortcut-Resilient Multimodal On-Policy Self-Distillation** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.19120)

- **MolmoMotion: Forecasting Point Trajectories in 3D with Language Instruction** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.18558)

- **REVES: REvision and VErification--Augmented Training for Test-Time Scaling** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.18910)

- **Diffusion-Proof: Recipe for Formal Theorem Proving Beyond Auto-Regressive Generation** (arXiv)

- [Read more](http://arxiv.org/abs/2606.19315v1)

- **MyPCBench: A Benchmark for Personally Intelligent Computer-Use Agents** (Hugging Face Daily)

- [Read more](https://huggingface.co/papers/2606.16748)

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