AI资讯日报 - 2025/12/8

👨‍🔬 Teofil Bodea, Masanori Misono, Julian Pritzi, Patrick Sabanic, Thore Sommer, Harshavardhan Unnibhavi, David Schall, Nuno Santos, Dimitrios Stavrakakis, Pramod Bhatotia

Whatever Remains Must Be True: Filtering Drives Reasoning in LLMs, Shaping Diversity

学术论文 ArXiv 重要度: 8

通过过滤构建目标分布，利用α-散度优化LLM推理，在定理证明基准上实现覆盖率-精度的帕累托最优。

👨‍🔬 Germán Kruszewski, Pierre Erbacher, Jos Rozen, Marc Dymetman

TRACE: A Framework for Analyzing and Enhancing Stepwise Reasoning in Vision-Language Models

学术论文 ArXiv 重要度: 8

提出TRACE框架，通过辅助推理集诊断VLM的逐步推理轨迹，评估一致性并定位错误，提升推理可靠性。

👨‍🔬 Shima Imani, Seungwhan Moon, Lambert Mathias, Lu Zhang, Babak Damavandi

Training-Time Action Conditioning for Efficient Real-Time Chunking

学术论文 ArXiv 重要度: 7

提出训练时动作条件化方法，替代推理时修复，降低实时机器人控制的计算开销，保持任务性能与速度。

👨‍🔬 Kevin Black, Allen Z. Ren, Michael Equi, Sergey Levine

SymPyBench: A Dynamic Benchmark for Scientific Reasoning with Executable Python Code

学术论文 ArXiv 重要度: 7

推出动态科学推理基准SymPyBench，包含参数化物理问题与可执行代码，引入新指标评估模型一致性与不确定性。

👨‍🔬 Shima Imani, Seungwhan Moon, Adel Ahmadyan, Lu Zhang, Kirmani Ahmed, Babak Damavandi

AQUA-Net: Adaptive Frequency Fusion and Illumination Aware Network for Underwater Image Enhancement

学术论文 ArXiv 重要度: 6

提出AQUA-Net模型，融合频率与光照感知分支，有效恢复水下图像色彩与对比度，参数量少且性能媲美SOTA。

👨‍🔬 Munsif Ali, Najmul Hassan, Lucia Ventura, Davide Di Bari, Simonepietro Canese

Zoom in, Click out: Unlocking and Evaluating the Potential of Zooming for GUI Grounding

学术论文 ArXiv 重要度: 6

提出无训练方法ZoomClick，利用缩放先验提升GUI定位性能，并推出GUIZoom-Bench基准评估模型缩放适应性。

👨‍🔬 Zhiyuan Jiang, Shenghao Xie, Wenyi Li, Wenqiang Zu, Peihang Li, Jiahao Qiu, Siqi Pei, Lei Ma, Tiejun Huang, Mengdi Wang, Shilong Liu

Variational Quantum Rainbow Deep Q-Network for Optimizing Resource Allocation Problem

学术论文 ArXiv 重要度: 5

提出VQR-DQN，将变分量子电路与Rainbow DQN结合，在人力资源分配问题上优于经典DRL方法。

👨‍🔬 Truong Thanh Hung Nguyen, Truong Thinh Nguyen, Hung Cao

Impugan: Learning Conditional Generative Models for Robust Data Imputation

学术论文 ArXiv 重要度: 5

提出条件生成对抗网络Impugan，用于缺失值插补与异构数据集整合，能捕获非线性多模态关系。

👨‍🔬 Zalish Mahmud, Anantaa Kotal, Aritran Piplai

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