高效训练论文趋势 2023–2026

主要结论

• 高效训练论文从 2023 年的 346 篇增长到 2026 年的 603 篇，三年间扩大到约 1.7 倍。
• NeurIPS 是发高效训练论文最多的会议，2023–2026 年共 499 篇，占四个会议总量的 28%。
• 交叉方向里涨得最快的是深度学习 · large language models：同时属于两个主题的论文从 2023 年的 6 篇增至 2026 年的 50 篇。
• 在「效率与系统」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的硬件协同是 4.4 倍，高效训练是 1.7 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 2026Adaptive Residual Quantization for Memory-Efficient Temporal Action Segmentation
• ICML 2026A Geometry-Aware Efficient Algorithm for Compositional Entropic Risk Minimization
• ICLR 2026An Efficient SE(p)-Invariant Transport Metric Driven by Polar Transport Discrepancy-based Representation
• CVPR 2026A Bit is All You Need Efficient Video Capture via
• NeurIPS 20254DGCPro: Efficient Hierarchical 4D Gaussian Compression for Progressive Volumetric Video Streaming
• ICML 2025A Sample Efficient Conditional Independence Test in the Presence of Discretization
• ICLR 2025Breaking Class Barriers: Efficient Dataset Distillation via Inter-Class Feature Compensator
• CVPR 2025Accurate Scene Text Recognition with Efficient Model Scaling and Cloze Self-Distillation
• NeurIPS 2024$\texttt{dattri}$: A Library for Efficient Data Attribution
• ICML 2024A fast algorithm to simulate nonlinear resistive networks
• ICLR 2024Dictionary Contrastive Learning for Efficient Local Supervision without Auxiliary Networks
• CVPR 2024Deep-TROJ: An Inference Stage Trojan Insertion Algorithm through Efficient Weight Replacement Attack
• NeurIPS 2023Alternating Updates for Efficient Transformers
• ICML 2023Auxiliary Modality Learning with Generalized Curriculum Distillation
• ICLR 2023A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning
• CVPR 2023A Rotation-Translation-Decoupled Solution for Robust and Efficient Visual-Inertial Initialization
• NeurIPS 2026Advanced Routing as Regularization Allocation for Efficient Diffusion Transformer Training
• ICML 2026Active Learning with Foundation Model Priors: Efficient Learning under Class Imbalance
• ICLR 2026AQER: A Scalable and Efficient Data Loader for Digital Quantum Computers
• CVPR 2026Adaptive Bayesian Early-Exit Networks for Efficient Non-Transferable Learning

全部高效训练论文

共 80 篇，第 1 / 2 页

1. CVPR 20243DGStream: On-the-Fly Training of 3D Gaussians for Efficient Streaming of Photo-Realistic Free-Viewpoint Videos
2. CVPR 2024A General and Efficient Training for Transformer via Token Expansion
3. CVPR 2024A Simple Baseline for Efficient Hand Mesh Reconstruction
4. CVPR 2024Adversarial Score Distillation: When score distillation meets GAN
5. CVPR 2024ALGM: Adaptive Local-then-Global Token Merging for Efficient Semantic Segmentation with Plain Vision Transformers
6. CVPR 2024An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in Heterogeneous Federated Learning
7. CVPR 2024Are Conventional SNNs Really Efficient? A Perspective from Network Quantization
8. CVPR 2024Boosting Image Quality Assessment through Efficient Transformer Adaptation with Local Feature Enhancement
9. CVPR 2024CHAIN: Enhancing Generalization in Data-Efficient GANs via lipsCHitz continuity constrAIned Normalization
10. CVPR 2024Characteristics Matching Based Hash Codes Generation for Efficient Fine-grained Image Retrieval
11. CVPR 2024Circuit Design and Efficient Simulation of Quantum Inner Product and Empirical Studies of Its Effect on Near-Term Hybrid Quantum-Classic Machine Learning
12. CVPR 2024CLIP-KD: An Empirical Study of CLIP Model Distillation
13. CVPR 2024Communication-Efficient Collaborative Perception via Information Filling with Codebook
14. CVPR 2024Communication-Efficient Federated Learning with Accelerated Client Gradient
15. CVPR 2024Data-Efficient Multimodal Fusion on a Single GPU
16. CVPR 2024Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical Images
17. CVPR 2024Deep-TROJ: An Inference Stage Trojan Insertion Algorithm through Efficient Weight Replacement Attack
18. CVPR 2024Distilling Semantic Priors from SAM to Efficient Image Restoration Models
19. CVPR 2024ECLIPSE: Efficient Continual Learning in Panoptic Segmentation with Visual Prompt Tuning
20. CVPR 2024Efficient 3D Implicit Head Avatar with Mesh-anchored Hash Table Blendshapes
21. CVPR 2024Efficient and Effective Weakly-Supervised Action Segmentation via Action-Transition-Aware Boundary Alignment
22. CVPR 2024Efficient Hyperparameter Optimization with Adaptive Fidelity Identification
23. CVPR 2024Efficient Meshflow and Optical Flow Estimation from Event Cameras
24. CVPR 2024Efficient Model Stealing Defense with Noise Transition Matrix
25. CVPR 2024Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring
26. CVPR 2024Efficient Multitask Dense Predictor via Binarization
27. CVPR 2024Efficient Privacy-Preserving Visual Localization Using 3D Ray Clouds
28. CVPR 2024Efficient Scene Recovery Using Luminous Flux Prior
29. CVPR 2024Efficient Solution of Point-Line Absolute Pose
30. CVPR 2024Efficient Stitchable Task Adaptation
31. CVPR 2024EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
32. CVPR 2024ERMVP: Communication-Efficient and Collaboration-Robust Multi-Vehicle Perception in Challenging Environments
33. CVPR 2024Exploiting Inter-sample and Inter-feature Relations in Dataset Distillation
34. CVPR 2024Exploring Efficient Asymmetric Blind-Spots for Self-Supervised Denoising in Real-World Scenarios
35. CVPR 2024FACT: Frame-Action Cross-Attention Temporal Modeling for Efficient Action Segmentation
36. CVPR 2024FedMef: Towards Memory-efficient Federated Dynamic Pruning
37. CVPR 2024FlashAvatar: High-fidelity Head Avatar with Efficient Gaussian Embedding
38. CVPR 2024FlowIE: Efficient Image Enhancement via Rectified Flow
39. CVPR 2024Gradient-based Parameter Selection for Efficient Fine-Tuning
40. CVPR 2024Hourglass Tokenizer for Efficient Transformer-Based 3D Human Pose Estimation
41. CVPR 2024How to Make Cross Encoder a Good Teacher for Efficient Image-Text Retrieval?
42. CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
43. CVPR 2024Integrating Efficient Optimal Transport and Functional Maps For Unsupervised Shape Correspondence Learning
44. CVPR 2024Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms
45. CVPR 2024Label-Efficient Group Robustness via Out-of-Distribution Concept Curation
46. CVPR 2024LEOD: Label-Efficient Object Detection for Event Cameras
47. CVPR 2024Leveraging Camera Triplets for Efficient and Accurate Structure-from-Motion
48. CVPR 2024Logit Standardization in Knowledge Distillation
49. CVPR 2024Look-Up Table Compression for Efficient Image Restoration
50. CVPR 2024LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels

常见问题

2023–2026 年四大会议一共有多少篇高效训练论文？

共 1,765 篇，按年份分别是 2023 年 346 篇、2024 年 300 篇、2025 年 516 篇、2026 年 603 篇。

NeurIPS 2026 有多少篇高效训练论文？

NeurIPS 2026 有 177 篇高效训练论文，上一届是 190 篇。

ICLR 2026 有多少篇高效训练论文？

ICLR 2026 有 148 篇高效训练论文，上一届是 126 篇。

ICML 2026 有多少篇高效训练论文？

ICML 2026 有 169 篇高效训练论文，上一届是 118 篇。

CVPR 2026 有多少篇高效训练论文？

CVPR 2026 有 109 篇高效训练论文，上一届是 82 篇。

哪个会议的高效训练论文最多？

NeurIPS，2023–2026 年共 499 篇。