人人能懂的AI前沿解读（4.12）

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1、[LG] Dynamic Cheatsheet: Test-Time Learning with Adaptive Memory [Stanford University \x26amp;amp; Together AI] https://arxiv.org/abs/2504.07952 2、[LG] SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning [Princeton University \x26amp;amp; CMU] https://arxiv.org/abs/2504.07891 3、[LG] Task-Circuit Quantization: Leveraging Knowledge Localization and Interpretability for Compression [UNC Chapel Hill] https://arxiv.org/abs/2504.07389 4、[IR] Relevance Isn\x26#39;t All You Need: Scaling RAG Systems With Inference-Time Compute Via Multi-Criteria Reranking [Microsoft \x26amp;amp; Scale AI] https://arxiv.org/abs/2504.07104 5、[CL] Alice: Proactive Learning with Teacher\x26#39;s Demonstrations for Weak-to-Strong Generalization [University of Illinois Urbana-Champaign] https://arxiv.org/abs/2504.07316 [LG] Generative Artificial Intelligence for Internet of Things Computing: A Systematic Survey https://arxiv.org/abs/2504.07635 ………………………………