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 117 篇，第 2 / 3 页

51. CVPR 2024Bi-SSC: Geometric-Semantic Bidirectional Fusion for Camera-based 3D Semantic Scene Completion
52. CVPR 2024CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs
53. CVPR 2024Collaborative Semantic Occupancy Prediction with Hybrid Feature Fusion in Connected Automated Vehicles
54. CVPR 2024Contextrast: Contextual Contrastive Learning for Semantic Segmentation
55. CVPR 2024Deformable One-shot Face Stylization via DINO Semantic Guidance
56. CVPR 2024Diffusion 3D Features (Diff3F): Decorating Untextured Shapes with Distilled Semantic Features
57. CVPR 2024Drag Your Noise: Interactive Point-based Editing via Diffusion Semantic Propagation
58. CVPR 2024EFormer: Enhanced Transformer towards Semantic-Contour Features of Foreground for Portraits Matting
59. CVPR 2024Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincare Ball
60. CVPR 2024FreeKD: Knowledge Distillation via Semantic Frequency Prompt
61. CVPR 2024Frequency-Adaptive Dilated Convolution for Semantic Segmentation
62. CVPR 2024Hierarchical Intra-modal Correlation Learning for Label-free 3D Semantic Segmentation
63. CVPR 2024Improving Out-of-Distribution Generalization in Graphs via Hierarchical Semantic Environments
64. CVPR 2024Improving Semantic Correspondence with Viewpoint-Guided Spherical Maps
65. CVPR 2024Learning SO(3)-Invariant Semantic Correspondence via Local Shape Transform
66. CVPR 2024LiSA: LiDAR Localization with Semantic Awareness
67. CVPR 2024Not All Classes Stand on Same Embeddings: Calibrating a Semantic Distance with Metric Tensor
68. CVPR 2024Not All Voxels Are Equal: Hardness-Aware Semantic Scene Completion with Self-Distillation
69. CVPR 2024QDFormer: Towards Robust Audiovisual Segmentation in Complex Environments with Quantization-based Semantic Decomposition
70. CVPR 2024Region-Based Representations Revisited
71. CVPR 2024Semantic Line Combination Detector
72. CVPR 2024Simple Semantic-Aided Few-Shot Learning
73. CVPR 2024SketchINR: A First Look into Sketches as Implicit Neural Representations
74. CVPR 2024SNI-SLAM: Semantic Neural Implicit SLAM
75. CVPR 2024StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On
76. CVPR 2024Symphonize 3D Semantic Scene Completion with Contextual Instance Queries
77. CVPR 2024Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence
78. CVPR 2024Traffic Scene Parsing through the TSP6K Dataset
79. CVPR 2024Unleashing Network Potentials for Semantic Scene Completion
80. CVPR 2024VideoSwap: Customized Video Subject Swapping with Interactive Semantic Point Correspondence
81. CVPR 2023A Simple Framework for Text-Supervised Semantic Segmentation
82. CVPR 2023A Strong Baseline for Generalized Few-Shot Semantic Segmentation
83. CVPR 2023Beyond Appearance: A Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks
84. CVPR 2023Combining Implicit-Explicit View Correlation for Light Field Semantic Segmentation
85. CVPR 2023Continuous Pseudo-Label Rectified Domain Adaptive Semantic Segmentation With Implicit Neural Representations
86. CVPR 2023Decoupled Semantic Prototypes Enable Learning From Diverse Annotation Types for Semi-Weakly Segmentation in Expert-Driven Domains
87. CVPR 2023Delivering Arbitrary-Modal Semantic Segmentation
88. CVPR 2023Dionysus: Recovering Scene Structures by Dividing Into Semantic Pieces
89. CVPR 2023Endpoints Weight Fusion for Class Incremental Semantic Segmentation
90. CVPR 2023Federated Incremental Semantic Segmentation
91. CVPR 2023GP-VTON: Towards General Purpose Virtual Try-On via Collaborative Local-Flow Global-Parsing Learning
92. CVPR 2023Graphics Capsule: Learning Hierarchical 3D Face Representations From 2D Images
93. CVPR 2023GrowSP: Unsupervised Semantic Segmentation of 3D Point Clouds
94. CVPR 2023Hierarchical Semantic Contrast for Scene-Aware Video Anomaly Detection
95. CVPR 2023LaserMix for Semi-Supervised LiDAR Semantic Segmentation
96. CVPR 2023Learning Debiased Representations via Conditional Attribute Interpolation
97. CVPR 2023Learning Decorrelated Representations Efficiently Using Fast Fourier Transform
98. CVPR 2023Learning Geometry-Aware Representations by Sketching
99. CVPR 2023Learning To Generate Language-Supervised and Open-Vocabulary Scene Graph Using Pre-Trained Visual-Semantic Space
100. CVPR 2023Learning With Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning

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。