口语理解论文趋势 2023–2026

主要结论

• 口语理解论文从 2023 年的 40 篇增长到 2026 年的 61 篇，三年间扩大到约 1.5 倍。
• CVPR 是发口语理解论文最多的会议，2023–2026 年共 62 篇，占四个会议总量的 33%。
• 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 3 篇增至 2026 年的 14 篇。
• 在「语音与音频」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的音频生成是 4.3 倍，口语理解是 1.5 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 2026Denoise First, Orthogonalize Later: Understanding Momentum in Muon via Spectral Filtering
• ICML 2026A Single Layer to Explain Them All: Understanding Massive Values in Large Language Models
• ICLR 2026Neuron-Level Analysis of Cultural Understanding in Large Language Models
• CVPR 2026Consistent Instance Field for Dynamic Scene Understanding
• NeurIPS 2025The Graphon Limit Hypothesis: Understanding Neural Network Pruning via Infinite Width Analysis
• ICML 2025On Understanding Attention-Based In-Context Learning for Categorical Data
• ICLR 2025Toward Understanding In-context vs. In-weight Learning
• CVPR 2025HUSH: Holistic Panoramic 3D Scene Understanding using Spherical Harmonics
• NeurIPS 2024SD-Eval: A Benchmark Dataset for Spoken Dialogue Understanding Beyond Words
• ICML 2024Understanding Server-Assisted Federated Learning in the Presence of Incomplete Client Participation
• ICLR 2024Understanding Addition in Transformers
• CVPR 2024SurroundSDF: Implicit 3D Scene Understanding Based on Signed Distance Field
• NeurIPS 2023ATMAN: Understanding Transformer Predictions Through Memory Efficient Attention Manipulation
• ICML 2023How Do Transformers Learn Topic Structure: Towards a Mechanistic Understanding
• ICLR 2023Towards Understanding Why Mask Reconstruction Pretraining Helps in Downstream Tasks
• CVPR 2023AssemblyHands: Towards Egocentric Activity Understanding via 3D Hand Pose Estimation
• NeurIPS 2026EmbodiedObject: All-in-One Object Understanding with SLAT
• ICML 2026Understanding the Parameter Space Geometry of Transformers Encoding Boolean Functions
• ICLR 2026Towards Understanding the Shape of Representations in Protein Language Models
• CVPR 2026Lifting Unlabeled Internet-level Data for 3D Scene Understanding

全部口语理解论文

共 62 篇，第 1 / 2 页

1. CVPR 20264D-RGPT Toward Region-level 4D Understanding via Perceptual Distillation
2. CVPR 2026Blink Dynamic Visual Token Resolution for Enhanced Multimodal Understanding
3. CVPR 2026Consistent Instance Field for Dynamic Scene Understanding
4. CVPR 2026EarlyTom Early Token Compression Completes Fast Video Understanding
5. CVPR 2026EgoSound Benchmarking Sound Understanding in Egocentric Videos
6. CVPR 2026FPS-Bench A Benchmark for High Frame-Rate Video Understanding
7. CVPR 2026Latent Diffusion Inversion Requires Understanding the Latent Space
8. CVPR 2026Learning to Generate via Understanding Understanding-Driven Intrinsic Rewarding for Unified
9. CVPR 2026Lifting Unlabeled Internet-level Data for 3D Scene Understanding
10. CVPR 2026MA-Bench Towards Fine-grained Micro-Action Understanding
11. CVPR 2026Mistake Attribution Fine-Grained Mistake Understanding in Egocentric Videos
12. CVPR 2026MMLandmarks a Cross-View Instance-Level Benchmark for Geo-Spatial Understanding
13. CVPR 2026RISE Single Static Radar-based Indoor Scene Understanding
14. CVPR 2026TimeRipples Accelerating vDiTs by Understanding the Spatio-Temporal Correlations in Latent
15. CVPR 2026Towards Generalized Representations for Low-Light Understanding When Signal Constancy Meets
16. CVPR 2026ViKey Enhancing Temporal Understanding in Videos via Visual Prompting
17. CVPR 2026When Token Pruning is Worse than Random Understanding Visual Token
18. CVPR 2026World in a Frame Understanding Culture Mixing as a New
19. CVPR 2025Apollo: An Exploration of Video Understanding in Large Multimodal Models
20. CVPR 2025ARKit LabelMaker: A New Scale for Indoor 3D Scene Understanding
21. CVPR 2025DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding
22. CVPR 2025EventGPT: Event Stream Understanding with Multimodal Large Language Models
23. CVPR 2025FSBench: A Figure Skating Benchmark for Advancing Artistic Sports Understanding
24. CVPR 2025Ges3ViG : Incorporating Pointing Gestures into Language-Based 3D Visual Grounding for Embodied Reference Understanding
25. CVPR 2025GroundingFace: Fine-grained Face Understanding via Pixel Grounding Multimodal Large Language Model
26. CVPR 2025HUSH: Holistic Panoramic 3D Scene Understanding using Spherical Harmonics
27. CVPR 2025LLaVA-ST: A Multimodal Large Language Model for Fine-Grained Spatial-Temporal Understanding
28. CVPR 2025Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models
29. CVPR 2025MP-GUI: Modality Perception with MLLMs for GUI Understanding
30. CVPR 2025MPDrive: Improving Spatial Understanding with Marker-Based Prompt Learning for Autonomous Driving
31. CVPR 2025PEACE: Empowering Geologic Map Holistic Understanding with MLLMs
32. CVPR 2025Q-Bench-Video: Benchmark the Video Quality Understanding of LMMs
33. CVPR 2025Towards Universal Soccer Video Understanding
34. CVPR 2025Understanding Multi-layered Transmission Matrices
35. CVPR 2025VEU-Bench: Towards Comprehensive Understanding of Video Editing
36. CVPR 2025VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding
37. CVPR 2025VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding
38. CVPR 2024A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectives
39. CVPR 2024Compositional Video Understanding with Spatiotemporal Structure-based Transformers
40. CVPR 2024GSNeRF: Generalizable Semantic Neural Radiance Fields with Enhanced 3D Scene Understanding
41. CVPR 2024HUGS: Holistic Urban 3D Scene Understanding via Gaussian Splatting
42. CVPR 2024Just Add ?! Pose Induced Video Transformers for Understanding Activities of Daily Living
43. CVPR 2024Open Vocabulary Semantic Scene Sketch Understanding
44. CVPR 2024OpenESS: Event-based Semantic Scene Understanding with Open Vocabularies
45. CVPR 2024Osprey: Pixel Understanding with Visual Instruction Tuning
46. CVPR 2024PanoContext-Former: Panoramic Total Scene Understanding with a Transformer
47. CVPR 2024RegionPLC: Regional Point-Language Contrastive Learning for Open-World 3D Scene Understanding
48. CVPR 2024SurroundSDF: Implicit 3D Scene Understanding Based on Signed Distance Field
49. CVPR 2024ULIP-2: Towards Scalable Multimodal Pre-training for 3D Understanding
50. CVPR 2023AssemblyHands: Towards Egocentric Activity Understanding via 3D Hand Pose Estimation

常见问题

2023–2026 年四大会议一共有多少篇口语理解论文？

共 189 篇，按年份分别是 2023 年 40 篇、2024 年 38 篇、2025 年 50 篇、2026 年 61 篇。

NeurIPS 2026 有多少篇口语理解论文？

NeurIPS 2026 有 25 篇口语理解论文，上一届是 14 篇。

ICLR 2026 有多少篇口语理解论文？

ICLR 2026 有 6 篇口语理解论文，上一届是 7 篇。

ICML 2026 有多少篇口语理解论文？

ICML 2026 有 12 篇口语理解论文，上一届是 10 篇。

CVPR 2026 有多少篇口语理解论文？

CVPR 2026 有 18 篇口语理解论文，上一届是 19 篇。

哪个会议的口语理解论文最多？

CVPR，2023–2026 年共 62 篇。