45%Niche pick?Niche pickVote to see the scoreNeurIPS 2026Johann Wolfgang Goethe UniversitTechnology Innovation InstituteDeakinEberhard-Karls-Universität TübinAutonomous drivingFalconPerception-HD: High Density Perception via Reinforcement LearningSofian Chaybouti, YASSER ABDELAZIZ DAHOU DJILALI, Ngoc D Huynh, REDA ALAMI and 1 moreSydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026– ReadersNo votes yet0/20 AI panelreviewers recommend itReaders and the AI panel: vote on this paper to see what they said.Worth readingNot for meOnly vote on papers you've read. Sign in with GitHub to vote.AI panel: 0 of 20 reviewers recommend itlenient 0/5medium 0/10strict 0/5
67%Highly rated?Highly ratedVote to see the scoreNeurIPS 2026Beijing Institute of TechnologyAutonomous drivingRETR: A Structure-Preserving RGB-Event Transformer for Robust 3D Lane DetectionJingtao Dong, Hao Zhuang, Hao Yang, Liyuan Pan and 1 moreSydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026– ReadersNo votes yet2/20 AI panelreviewers recommend itReaders and the AI panel: vote on this paper to see what they said.Worth readingNot for meOnly vote on papers you've read. Sign in with GitHub to vote.AI panel: 2 of 20 reviewers recommend itlenient 2/5medium 0/10strict 0/5
57%Worth a look?Worth a lookVote to see the scoreNeurIPS 2026NVIDIAnvidiaNVIDIA CorporationSanta ClaraAutonomous drivingFrom Detection to Understanding — A Multi-Task Dataset for Traffic Anomaly ReasoningHan Zhang, yilin zhao, Zaid P Bhat, Zheng (Thomas) Tang and 4 moreAtlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026– ReadersNo votes yet1/20 AI panelreviewers recommend itReaders and the AI panel: vote on this paper to see what they said.Worth readingNot for meOnly vote on papers you've read. Sign in with GitHub to vote.AI panel: 1 of 20 reviewers recommend itlenient 1/5medium 0/10strict 0/5
57%Worth a look?Worth a lookVote to see the scoreNeurIPS 2026AlibabaAlibaba GroupMachine Learning R&D DepartmMeituanAutonomous drivingDriveStreamBench: Evaluating User-Conditioned Watch-and-Notify in Streaming Driving VideoYi Wang, Xin Zhao, Tian Meng, Rui Dai and 9 moreSydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026– ReadersNo votes yet1/20 AI panelreviewers recommend itReaders and the AI panel: vote on this paper to see what they said.Worth readingNot for meOnly vote on papers you've read. Sign in with GitHub to vote.AI panel: 1 of 20 reviewers recommend itlenient 1/5medium 0/10strict 0/5
67%Highly rated?Highly ratedVote to see the scoreNeurIPS 2026ZhejiangZhejiang Dahua Technology Co., LAutonomous drivingOne Adapter For All: Towards Generalizable Many-To-One Domain Adaptation In Heterogeneous Collaborative PerceptionLu Bin, Zhewei Fu, Shaohong Wang, Zhiyu Xiang and 2 moreSydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026– ReadersNo votes yet2/20 AI panelreviewers recommend itReaders and the AI panel: vote on this paper to see what they said.Worth readingNot for meOnly vote on papers you've read. Sign in with GitHub to vote.AI panel: 2 of 20 reviewers recommend itlenient 2/5medium 0/10strict 0/5
83%Must read?Must readVote to see the scoreNeurIPS 2026Zenseact ABChalmers University of TechnologZenseactAutonomous drivingBeyond Chamfer Distance: Granular Order-aware Evaluation Metric For Online MappingProposed SOSPA and PLD metrics replace Chamfer-distance mAP with order-aware geometry evaluation and soft assignment, revealing detection, not geometry, as online mapping's dominant bottleneck.Chouaib Bencheikh Lehocine, Adam Lilja, Junsheng Fu, Lars HammarstrandParis Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026– ReadersNo votes yet13/20 AI panelreviewers recommend itReaders and the AI panel: vote on this paper to see what they said.Worth readingNot for meOnly vote on papers you've read. Sign in with GitHub to vote.AI panel: 13 of 20 reviewers recommend itlenient 5/5medium 8/10strict 0/5