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 30 篇，第 1 / 1 页

1. ICLR 2026MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark
2. ICLR 2026Neuron-Level Analysis of Cultural Understanding in Large Language Models
3. ICLR 2026Towards Understanding the Shape of Representations in Protein Language Models
4. ICLR 2026Understanding In-Context Learning on Structured Manifolds: Bridging Attention to Kernel Methods
5. ICLR 2026Understanding Language Prior of LVLMs by Contrasting Chain-of-Embedding
6. ICLR 2026Understanding the Mixture-of-Experts with Nadaraya-Watson Kernel
7. ICLR 2025Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
8. ICLR 2025Autocorrelation Matters: Understanding the Role of Initialization Schemes for State Space Models
9. ICLR 2025Toward Understanding In-context vs. In-weight Learning
10. ICLR 2025Understanding Factual Recall in Transformers via Associative Memories
11. ICLR 2025Understanding Matrix Function Normalizations in Covariance Pooling through the Lens of Riemannian Geometry
12. ICLR 2025Understanding Warmup-Stable-Decay Learning Rates: A River Valley Loss Landscape View
13. ICLR 2025Uni-Sign: Toward Unified Sign Language Understanding at Scale
14. ICLR 2024Quadratic models for understanding catapult dynamics of neural networks
15. ICLR 2024Understanding Addition in Transformers
16. ICLR 2024Understanding Catastrophic Forgetting in Language Models via Implicit Inference
17. ICLR 2024Understanding Certified Training with Interval Bound Propagation
18. ICLR 2024Understanding In-Context Learning from Repetitions
19. ICLR 2023Deconstructing Distributions: A Pointwise Framework of Learning
20. ICLR 2023First Steps Toward Understanding the Extrapolation of Nonlinear Models to Unseen Domains
21. ICLR 2023ImageNet-X: Understanding Model Mistakes with Factor of Variation Annotations
22. ICLR 2023Towards Understanding Why Mask Reconstruction Pretraining Helps in Downstream Tasks
23. ICLR 2023Understanding DDPM Latent Codes Through Optimal Transport
24. ICLR 2023Understanding Embodied Reference with Touch-Line Transformer
25. ICLR 2023Understanding new tasks through the lens of training data via exponential tilting
26. ICLR 2023Understanding the Covariance Structure of Convolutional Filters
27. ICLR 2023Understanding Train-Validation Split in Meta-Learning with Neural Networks
28. ICLR 2023Understanding weight-magnitude hyperparameters in training binary networks
29. ICLR 2023Understanding Why Generalized Reweighting Does Not Improve Over ERM
30. ICLR 2023Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding

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。