开放域问答论文趋势 2023–2026
开放问答
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 244 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 14 | 8 | 5 | 25 | 52 |
| 2024 | 15 | 9 | 14 | 23 | 61 |
| 2025 | 21 | 12 | 2 | 34 | 69 |
| 2026 | 19 | 7 | 5 | 31 | 62 |
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 4 / 5 页
- CVPR 2024Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection
- CVPR 2024Unified Entropy Optimization for Open-Set Test-Time Adaptation
- CVPR 2024Unknown Prompt the only Lacuna: Unveiling CLIP's Potential for Open Domain Generalization
- CVPR 2024Unveiling the Unknown: Unleashing the Power of Unknown to Known in Open-Set Source-Free Domain Adaptation
- ICLR 2024BatteryML: An Open-source Platform for Machine Learning on Battery Degradation
- ICLR 2024Domain constraints improve risk prediction when outcome data is missing
- ICLR 2024DREAM: Dual Structured Exploration with Mixup for Open-set Graph Domain Adaption
- ICLR 2024EasyTPP: Towards Open Benchmarking Temporal Point Processes
- ICLR 2024Improving Domain Generalization with Domain Relations
- ICLR 2024Minimum width for universal approximation using ReLU networks on compact domain
- ICLR 2024OpenTab: Advancing Large Language Models as Open-domain Table Reasoners
- ICLR 2024SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs
- ICLR 2024Threshold-Consistent Margin Loss for Open-World Deep Metric Learning
- ICML 2024CLLMs: Consistency Large Language Models
- ICML 2024Craftax: A Lightning-Fast Benchmark for Open-Ended Reinforcement Learning
- ICML 2024Cross-domain Open-world Discovery
- ICML 2024DOGE: Domain Reweighting with Generalization Estimation
- ICML 2024Domain Generalisation via Imprecise Learning
- ICML 2024Domain-wise Data Acquisition to Improve Performance under Distribution Shift
- ICML 2024Hyperbolic Active Learning for Semantic Segmentation under Domain Shift
- ICML 2024Large Scale Dataset Distillation with Domain Shift
- ICML 2024Open-Domain Text Evaluation via Contrastive Distribution Methods
- ICML 2024OpenMoE: An Early Effort on Open Mixture-of-Experts Language Models
- ICML 2024Out-of-Domain Generalization in Dynamical Systems Reconstruction
- ICML 2024Position: On the Societal Impact of Open Foundation Models
- ICML 2024Position: Open-Endedness is Essential for Artificial Superhuman Intelligence
- ICML 2024Rethinking DP-SGD in Discrete Domain: Exploring Logistic Distribution in the Realm of signSGD
- NeurIPS 2024A Cross-Domain Benchmark for Active Learning
- NeurIPS 2024ActionAtlas: A VideoQA Benchmark for Domain-specialized Action Recognition
- NeurIPS 2024Advancing Open-Set Domain Generalization Using Evidential Bi-Level Hardest Domain Scheduler
- NeurIPS 2024CLUES: Collaborative Private-domain High-quality Data Selection for LLMs via Training Dynamics
- NeurIPS 2024DCDepth: Progressive Monocular Depth Estimation in Discrete Cosine Domain
- NeurIPS 2024EGonc : Energy-based Open-Set Node Classification with substitute Unknowns
- NeurIPS 2024EvoCodeBench: An Evolving Code Generation Benchmark with Domain-Specific Evaluations
- NeurIPS 2024Generalize or Detect? Towards Robust Semantic Segmentation Under Multiple Distribution Shifts
- NeurIPS 2024GlotCC: An Open Broad-Coverage CommonCrawl Corpus and Pipeline for Minority Languages
- NeurIPS 2024HelpSteer 2: Open-source dataset for training top-performing reward models
- NeurIPS 2024LexEval: A Comprehensive Chinese Legal Benchmark for Evaluating Large Language Models
- NeurIPS 2024RedPajama: an Open Dataset for Training Large Language Models
- NeurIPS 2024SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object Detection
- NeurIPS 2024SaulLM-54B & SaulLM-141B: Scaling Up Domain Adaptation for the Legal Domain
- NeurIPS 2024Weight Diffusion for Future: Learn to Generalize in Non-Stationary Environments
- CVPR 2023Adjustment and Alignment for Unbiased Open Set Domain Adaptation
- CVPR 2023AutoLabel: CLIP-Based Framework for Open-Set Video Domain Adaptation
- CVPR 2023Coreset Sampling From Open-Set for Fine-Grained Self-Supervised Learning
- CVPR 2023Cross-Domain 3D Hand Pose Estimation With Dual Modalities
- CVPR 2023DATE: Domain Adaptive Product Seeker for E-Commerce
- CVPR 2023Decompose, Adjust, Compose: Effective Normalization by Playing With Frequency for Domain Generalization
- CVPR 2023Deep Frequency Filtering for Domain Generalization
- CVPR 2023Domain Expansion of Image Generators
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查开放域问答在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "open-domain-qa"}
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。