AI Papers - 2026-01-22

Today's papers: - REASON: Accelerating Probabilistic Logical Reasoning for Scalable Neuro-Symbolic Intelligence: https://arxiv.org/abs/2601.20784v1 - A New Dataset and Framework for Robust Road Surface Classification via Camera-IMU Fusion: https://arxiv.org/abs/2601.20847v1 - CLEAR-Mamba:Towards Accurate, Adaptive and Trustworthy Multi-Sequence Ophthalmic Angiography Classification: https://arxiv.org/abs/2601.20601v1 - Reward Models Inherit Value Biases from Pretraining: https://arxiv.org/abs/2601.20838v1 - Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation: https://arxiv.org/abs/2601.20614v1 This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.