AAAI

Fast and Memory Efficient Multimodal Journey Planning with Delays

快速且内存高效的考虑延迟的多模式行程规划

Denys Katkalo, Andrii Rohovyi, Toby Walsh

AI总结 本文提出一种更高效、快速且准确的多模式行程规划方法，适用于单目标和双目标场景，通过优化算法提升速度和精度。

Comments v4: revised manuscript incorporating reviewer feedback (Related Work restructure, temporal-planning baselines, Bez 2020 thesis acknowledgment, equation relocation); style switched to the AAAI 2026 format

TSBOW -- Traffic Surveillance Benchmark for Occluded Vehicles Under Various Weather Conditions

TSBOW -- 交通监控基准：在各种天气条件下遮挡车辆的监控

Ngoc Doan-Minh Huynh, Duong Nguyen-Ngoc Tran, Long Hoang Pham, Tai Huu-Phuong Tran, Hyung-Joon Jeon, Huy-Hung Nguyen, Duong Khac Vu, Hyung-Min Jeon, Son Hong Phan, Quoc Pham-Nam Ho, Chi Dai Tran, Trinh Le Ba Khanh, Jae Wook Jeon

机构 * Automation Lab, Department of Electrical and Computer Engineering（自动化实验室，电气与计算机工程系） 纠错

AI总结 本文提出TSBOW数据集，用于提升遮挡车辆检测能力，包含32小时真实交通数据和48000个手动标注帧，针对极端天气下的交通监控挑战进行研究。

Comments This paper has been accepted by the 40th AAAI Conference on Artificial Intelligence (AAAI-26)

Journal ref Proceedings of the AAAI Conference on Artificial Intelligence. 40(2026). 5239-5247

RealRep: Generalized SDR-to-HDR Conversion via Attribute-Disentangled Representation Learning

RealRep：通过属性解耦表示学习实现通用SDR到HDR转换

Li Xu, Siqi Wang, Kepeng Xu, Gang He, Lin Zhang, Weiran Wang, Yu-Wing Tai

机构 * Xidian University（西安电子科技大学） ； Dartmouth College（达特茅斯学院） 纠错

AI总结 本文提出RealRep框架，通过属性解耦表示学习提升SDR到HDR转换的鲁棒性，设计了降质域感知控制映射网络DDACMNet，实现自适应分层映射，实验表明其在泛化能力和感知忠实性上优于现有方法。

Comments Published on AAAI'26(Oral): The Annual AAAI Conference on Artificial Intelligence

The MediaSpin Dataset: Post-Publication News Headline Edits Annotated for Media Bias

媒体旋风数据集：标注媒体偏见的发布后新闻标题修改

Preetika Verma, Kokil Jaidka

机构 * Carnegie Mellon University（卡内基梅隆大学） ； National University of Singapore（新加坡国立大学） ； NUS Centre for Trusted Internet and Community（新加坡国立大学可信互联网与社区中心） 纠错

AI总结 MediaSpin数据集通过标注13种媒体偏见类型，研究新闻标题修改对语言框架和偏见的影响，展示跨国家的标题修改分析、变压器偏见分类及社交媒体行为分析。

Comments 8 pages, 3 figures, 8 tables Accepted at AAAI ICWSM 2026 We updated the paper title from "MediaSpin: Exploring Media Bias Through Fine-Grained Analysis of News Headlines " to "The MediaSpin Dataset: Post-Publication News Headline Edits Annotated for Media Bias"