语义解析论文趋势 2023–2026

主要结论

• 语义解析论文从 2023 年的 58 篇增长到 2026 年的 79 篇，三年间扩大到约 1.4 倍。
• CVPR 是发语义解析论文最多的会议，2023–2026 年共 117 篇，占四个会议总量的 51%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 20 篇。
• 在「神经符号」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的数学推理是 10 倍，语义解析是 1.4 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 2026ASQ: Agent-guided Semantic-aware Quantization for Large Language Models
• ICML 2026CURE: Consistency-under-Unified Semantic Regularization for Generalized Category Discovery
• ICLR 2026vCache: Verified Semantic Prompt Caching
• CVPR 2026AdaSFormer Adaptive Serialized Transformers for Monocular Semantic Scene Completion from
• NeurIPS 2025A Semantic Parsing Framework for End-to-End Time Normalization
• ICML 2025HashAttention: Semantic Sparsity for Faster Inference
• ICLR 2025Discrete Latent Plans via Semantic Skill Abstractions
• CVPR 2025DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-ID
• NeurIPS 2024AMBROSIA: A Benchmark for Parsing Ambiguous Questions into Database Queries
• ICML 2024Language Models as Semantic Indexers
• ICLR 2024A Semantic Invariant Robust Watermark for Large Language Models
• CVPR 2024EFormer: Enhanced Transformer towards Semantic-Contour Features of Foreground for Portraits Matting
• NeurIPS 2023BenchCLAMP: A Benchmark for Evaluating Language Models on Syntactic and Semantic Parsing
• ICML 2023Marginalization is not Marginal: No Bad VAE Local Minima when Learning Optimal Sparse Representations
• ICLR 2023Compositional Law Parsing with Latent Random Functions
• CVPR 2023GP-VTON: Towards General Purpose Virtual Try-On via Collaborative Local-Flow Global-Parsing Learning
• NeurIPS 2026Bandits via Additive Quantized Representations
• ICML 2026Learning Sparse Visual Representations via Spatial-Semantic Factorization
• ICLR 2026Cache-to-Cache: Direct Semantic Communication Between Large Language Models
• CVPR 2026GeoSURGE Geo-localization using Semantic Fusion with Hierarchy of Geographic Embeddings

全部语义解析论文

共 53 篇，第 1 / 2 页

1. CVPR 20244D-DRESS: A 4D Dataset of Real-World Human Clothing With Semantic Annotations
2. CVPR 2024Bi-SSC: Geometric-Semantic Bidirectional Fusion for Camera-based 3D Semantic Scene Completion
3. CVPR 2024CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs
4. CVPR 2024Collaborative Semantic Occupancy Prediction with Hybrid Feature Fusion in Connected Automated Vehicles
5. CVPR 2024Contextrast: Contextual Contrastive Learning for Semantic Segmentation
6. CVPR 2024Deformable One-shot Face Stylization via DINO Semantic Guidance
7. CVPR 2024Diffusion 3D Features (Diff3F): Decorating Untextured Shapes with Distilled Semantic Features
8. CVPR 2024Drag Your Noise: Interactive Point-based Editing via Diffusion Semantic Propagation
9. CVPR 2024EFormer: Enhanced Transformer towards Semantic-Contour Features of Foreground for Portraits Matting
10. CVPR 2024Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincare Ball
11. CVPR 2024FreeKD: Knowledge Distillation via Semantic Frequency Prompt
12. CVPR 2024Frequency-Adaptive Dilated Convolution for Semantic Segmentation
13. CVPR 2024Hierarchical Intra-modal Correlation Learning for Label-free 3D Semantic Segmentation
14. CVPR 2024Improving Out-of-Distribution Generalization in Graphs via Hierarchical Semantic Environments
15. CVPR 2024Improving Semantic Correspondence with Viewpoint-Guided Spherical Maps
16. CVPR 2024Learning SO(3)-Invariant Semantic Correspondence via Local Shape Transform
17. CVPR 2024LiSA: LiDAR Localization with Semantic Awareness
18. CVPR 2024Not All Classes Stand on Same Embeddings: Calibrating a Semantic Distance with Metric Tensor
19. CVPR 2024Not All Voxels Are Equal: Hardness-Aware Semantic Scene Completion with Self-Distillation
20. CVPR 2024QDFormer: Towards Robust Audiovisual Segmentation in Complex Environments with Quantization-based Semantic Decomposition
21. CVPR 2024Region-Based Representations Revisited
22. CVPR 2024Semantic Line Combination Detector
23. CVPR 2024Simple Semantic-Aided Few-Shot Learning
24. CVPR 2024SketchINR: A First Look into Sketches as Implicit Neural Representations
25. CVPR 2024SNI-SLAM: Semantic Neural Implicit SLAM
26. CVPR 2024StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On
27. CVPR 2024Symphonize 3D Semantic Scene Completion with Contextual Instance Queries
28. CVPR 2024Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence
29. CVPR 2024Traffic Scene Parsing through the TSP6K Dataset
30. CVPR 2024Unleashing Network Potentials for Semantic Scene Completion
31. CVPR 2024VideoSwap: Customized Video Subject Swapping with Interactive Semantic Point Correspondence
32. ICLR 2024A Semantic Invariant Robust Watermark for Large Language Models
33. ICLR 2024DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation
34. ICLR 2024EmerDiff: Emerging Pixel-level Semantic Knowledge in Diffusion Models
35. ICLR 2024Influencer Backdoor Attack on Semantic Segmentation
36. ICLR 2024Meaning Representations from Trajectories in Autoregressive Models
37. ICLR 2024Multi-Scale Representations by Varying Window Attention for Semantic Segmentation
38. ICLR 2024Zero and Few-shot Semantic Parsing with Ambiguous Inputs
39. ICML 2024Calibration Bottleneck: Over-compressed Representations are Less Calibratable
40. ICML 2024DFA-RAG: Conversational Semantic Router for Large Language Model with Definite Finite Automaton
41. ICML 2024Emergent Representations of Program Semantics in Language Models Trained on Programs
42. ICML 2024Language Models as Semantic Indexers
43. ICML 2024Nonparametric Teaching of Implicit Neural Representations
44. ICML 2024On the Origins of Linear Representations in Large Language Models
45. ICML 2024Structure Your Data: Towards Semantic Graph Counterfactuals
46. NeurIPS 2024AMBROSIA: A Benchmark for Parsing Ambiguous Questions into Database Queries
47. NeurIPS 2024Archaeoscape: Bringing Aerial Laser Scanning Archaeology to the Deep Learning Era
48. NeurIPS 2024Conformalized Time Series with Semantic Features
49. NeurIPS 2024Decoupling Semantic Similarity from Spatial Alignment for Neural Networks.
50. NeurIPS 2024Geometric Exploitation for Indoor Panoramic Semantic Segmentation

常见问题

2023–2026 年四大会议一共有多少篇语义解析论文？

共 230 篇，按年份分别是 2023 年 58 篇、2024 年 53 篇、2025 年 40 篇、2026 年 79 篇。

NeurIPS 2026 有多少篇语义解析论文？

NeurIPS 2026 有 28 篇语义解析论文，上一届是 12 篇。

ICLR 2026 有多少篇语义解析论文？

ICLR 2026 有 9 篇语义解析论文，上一届是 5 篇。

ICML 2026 有多少篇语义解析论文？

ICML 2026 有 12 篇语义解析论文，上一届是 4 篇。

CVPR 2026 有多少篇语义解析论文？

CVPR 2026 有 30 篇语义解析论文，上一届是 19 篇。

哪个会议的语义解析论文最多？

CVPR，2023–2026 年共 117 篇。