开放域问答论文趋势 2023–2026

主要结论

• 开放域问答论文从 2023 年的 52 篇增长到 2026 年的 62 篇，三年间扩大到约 1.2 倍。
• CVPR 是发开放域问答论文最多的会议，2023–2026 年共 113 篇，占四个会议总量的 46%。
• 交叉方向里涨得最快的是驾驶仿真：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 9 篇。
• 在「信息检索」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的交叉编码重排是 3.0 倍，开放域问答是 1.2 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026Beyond Average Flatness: Domain-wise Flatness for Domain Generalization
• ICML 2026HEDP: A Hybrid Energy-Distance Prompt-based Framework for Domain Incremental Learning
• ICLR 2026PRISM: Progressive Robust Learning for Open-World Continual Category Discovery
• CVPR 2026Enhancing Part-Level Point Grounding for Any Open-Source MLLMs
• NeurIPS 2025Continuous Domain Generalization
• ICML 2025COSDA: Counterfactual-based Susceptibility Risk Framework for Open-Set Domain Adaptation
• ICLR 2025NeSyC: A Neuro-symbolic Continual Learner For Complex Embodied Tasks In Open Domains
• CVPR 2025Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization
• NeurIPS 2024GlotCC: An Open Broad-Coverage CommonCrawl Corpus and Pipeline for Minority Languages
• ICML 2024DOGE: Domain Reweighting with Generalization Estimation
• ICLR 2024Domain constraints improve risk prediction when outcome data is missing
• CVPR 2024Enhancing Quality of Compressed Images by Mitigating Enhancement Bias Towards Compression Domain
• NeurIPS 2023ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram
• ICML 2023Internet Explorer: Targeted Representation Learning on the Open Web
• ICLR 2023Domain Generalization via Heckman-type Selection Models
• CVPR 2023AutoLabel: CLIP-Based Framework for Open-Set Video Domain Adaptation
• NeurIPS 2026CompleteRXN: Toward Completing Open Chemical Reaction Databases
• ICML 2026Names Don’t Matter: Symbol-Invariant Transformer for Open-Vocabulary Learning
• ICLR 2026LeRobot: An Open-Source Library for End-to-End Robot Learning
• CVPR 2026From Indoor to Open World Revealing the Spatial Reasoning Gap

全部开放域问答论文

共 244 篇，第 2 / 5 页

51. NeurIPS 2026EgoSurgHands: An Egocentric 3D Hand Pose Dataset & Benchmark for Open-Surgery Training
52. NeurIPS 2026FrontierSmith: Synthesizing Open-Ended Coding Problems at Scale
53. NeurIPS 2026LDD-RFM: Learnable Domain Decomposition for Random Feature Models via Variable Projection
54. NeurIPS 2026Open Vocabulary Domain Unlearning
55. NeurIPS 2026PRISM: Priority-Guided Scanning in the Wavelet Domain for UAV Maritime Small Object Detection
56. NeurIPS 2026Query as a Resource: Activity-Cost Guided Remote Sensing Domain-Incremental Object Detection
57. NeurIPS 2026Re:Cognize - A Framework For Open-Set Comic Character Re-Identification
58. NeurIPS 2026ROTATE: Regret-driven Open-ended Training for Ad Hoc Teamwork
59. NeurIPS 2026SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks
60. NeurIPS 2026The Shape of Events: Edge-Based Inductive Biases via Cross-Domain Distillation
61. NeurIPS 2026Too Smart to Teach: The Articulability Ceiling in Language Models
62. NeurIPS 2026Witness Overlap: Directional Provenance Inside Open-Weight Model Families
63. CVPR 2025AvatarArtist: Open-Domain 4D Avatarization
64. CVPR 2025Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization
65. CVPR 2025Boosting Domain Incremental Learning: Selecting the Optimal Parameters is All You Need
66. CVPR 2025Cross-Rejective Open-Set SAR Image Registration
67. CVPR 2025DepthCrafter: Generating Consistent Long Depth Sequences for Open-world Videos
68. CVPR 2025Detecting Open World Objects via Partial Attribute Assignment
69. CVPR 2025Distinguish Then Exploit: Source-free Open Set Domain Adaptation via Weight Barcode Estimation and Sparse Label Assignment
70. CVPR 2025Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning
71. CVPR 2025EntropyMark: Towards More Harmless Backdoor Watermark via Entropy-based Constraint for Open-source Dataset Copyright Protection
72. CVPR 2025Exploring Simple Open-Vocabulary Semantic Segmentation
73. CVPR 2025Federated Learning with Domain Shift Eraser
74. CVPR 2025Gradient-Guided Annealing for Domain Generalization
75. CVPR 2025LLMDet: Learning Strong Open-Vocabulary Object Detectors under the Supervision of Large Language Models
76. CVPR 2025MoGe: Unlocking Accurate Monocular Geometry Estimation for Open-Domain Images with Optimal Training Supervision
77. CVPR 2025OCRT: Boosting Foundation Models in the Open World with Object-Concept-Relation Triad
78. CVPR 2025ODE: Open-Set Evaluation of Hallucinations in Multimodal Large Language Models
79. CVPR 2025Open Ad-hoc Categorization with Contextualized Feature Learning
80. CVPR 2025Open Set Label Shift with Test Time Out-of-Distribution Reference
81. CVPR 2025Open-Canopy: Towards Very High Resolution Forest Monitoring
82. CVPR 2025Open-World Amodal Appearance Completion
83. CVPR 2025OpenSDI: Spotting Diffusion-Generated Images in the Open World
84. CVPR 2025OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP
85. CVPR 2025OSMamba: Omnidirectional Spectral Mamba with Dual-Domain Prior Generator for Exposure Correction
86. CVPR 2025PEER Pressure: Model-to-Model Regularization for Single Source Domain Generalization
87. CVPR 2025Percept, Memory, and Imagine: World Feature Simulating for Open-Domain Unknown Object Detection
88. CVPR 2025Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift
89. CVPR 2025RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness
90. CVPR 2025Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes
91. CVPR 2025SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images
92. CVPR 2025SGC-Net: Stratified Granular Comparison Network for Open-Vocabulary HOI Detection
93. CVPR 2025SPC-GS: Gaussian Splatting with Semantic-Prompt Consistency for Indoor Open-World Free-view Synthesis from Sparse Inputs
94. CVPR 2025TAROT: Towards Essentially Domain-Invariant Robustness with Theoretical Justification
95. CVPR 2025v-CLR: View-Consistent Learning for Open-World Instance Segmentation
96. CVPR 2025When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach
97. ICLR 2025ACES: Automatic Cohort Extraction System for Event-Stream Datasets
98. ICLR 2025Do Deep Neural Network Solutions Form a Star Domain?
99. ICLR 2025FreDF: Learning to Forecast in the Frequency Domain
100. ICLR 2025NeSyC: A Neuro-symbolic Continual Learner For Complex Embodied Tasks In Open Domains

常见问题

2023–2026 年四大会议一共有多少篇开放域问答论文？

共 244 篇，按年份分别是 2023 年 52 篇、2024 年 61 篇、2025 年 69 篇、2026 年 62 篇。

NeurIPS 2026 有多少篇开放域问答论文？

NeurIPS 2026 有 19 篇开放域问答论文，上一届是 21 篇。

ICLR 2026 有多少篇开放域问答论文？

ICLR 2026 有 7 篇开放域问答论文，上一届是 12 篇。

ICML 2026 有多少篇开放域问答论文？

ICML 2026 有 5 篇开放域问答论文，上一届是 2 篇。

CVPR 2026 有多少篇开放域问答论文？

CVPR 2026 有 31 篇开放域问答论文，上一届是 34 篇。

哪个会议的开放域问答论文最多？

CVPR，2023–2026 年共 113 篇。