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 82 篇，第 1 / 2 页

1. CVPR 2025Accurate Scene Text Recognition with Efficient Model Scaling and Cloze Self-Distillation
2. CVPR 2025ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks
3. CVPR 2025Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression
4. CVPR 2025AutoSSVH: Exploring Automated Frame Sampling for Efficient Self-Supervised Video Hashing
5. CVPR 2025Beyond Local Sharpness: Communication-Efficient Global Sharpness-aware Minimization for Federated Learning
6. CVPR 2025Brain-Inspired Spiking Neural Networks for Energy-Efficient Object Detection
7. CVPR 2025CATANet: Efficient Content-Aware Token Aggregation for Lightweight Image Super-Resolution
8. CVPR 2025Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs
9. CVPR 2025CLIP is Almost All You Need: Towards Parameter-Efficient Scene Text Retrieval without OCR
10. CVPR 2025COAP: Memory-Efficient Training with Correlation-Aware Gradient Projection
11. CVPR 2025Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient
12. CVPR 2025Dataset Distillation with Neural Characteristic Function: A Minmax Perspective
13. CVPR 2025DEAL: Data-Efficient Adversarial Learning for High-Quality Infrared Imaging
14. CVPR 2025DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos
15. CVPR 2025DeRS: Towards Extremely Efficient Upcycled Mixture-of-Experts Models
16. CVPR 2025DiverseFlow: Sample-Efficient Diverse Mode Coverage in Flows
17. CVPR 2025DnLUT: Ultra-Efficient Color Image Denoising via Channel-Aware Lookup Tables
18. CVPR 2025EASEMVC:Efficient Dual Selection Mechanism for Deep Multi-View Clustering
19. CVPR 2025EasyCraft: A Robust and Efficient Framework for Automatic Avatar Crafting
20. CVPR 2025EdgeTAM: On-Device Track Anything Model
21. CVPR 2025Efficient ANN-Guided Distillation: Aligning Rate-based Features of Spiking Neural Networks through Hybrid Block-wise Replacement
22. CVPR 2025Efficient Data Driven Mixture-of-Expert Extraction from Trained Networks
23. CVPR 2025Efficient Depth Estimation for Unstable Stereo Camera Systems on AR Glasses
24. CVPR 2025Efficient Diffusion as Low Light Enhancer
25. CVPR 2025Efficient Dynamic Scene Editing via 4D Gaussian-based Static-Dynamic Separation
26. CVPR 2025Efficient Event-Based Object Detection: A Hybrid Neural Network with Spatial and Temporal Attention
27. CVPR 2025Efficient Long Video Tokenization via Coordinate-based Patch Reconstruction
28. CVPR 2025Efficient Motion-Aware Video MLLM
29. CVPR 2025Efficient Video Face Enhancement with Enhanced Spatial-Temporal Consistency
30. CVPR 2025Efficient Visual State Space Model for Image Deblurring
31. CVPR 2025EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality
32. CVPR 2025Enduring, Efficient and Robust Trajectory Prediction Attack in Autonomous Driving via Optimization-Driven Multi-Frame Perturbation Framework
33. CVPR 2025Enhancing Dataset Distillation via Non-Critical Region Refinement
34. CVPR 2025EVOS: Efficient Implicit Neural Training via EVOlutionary Selector
35. CVPR 2025Faster Parameter-Efficient Tuning with Token Redundancy Reduction
36. CVPR 2025Ferret: An Efficient Online Continual Learning Framework under Varying Memory Constraints
37. CVPR 2025FLAME: Frozen Large Language Models Enable Data-Efficient Language-Image Pre-training
38. CVPR 2025Flexible Frame Selection for Efficient Video Reasoning
39. CVPR 2025From Head to Tail: Efficient Black-box Model Inversion Attack via Long-tailed Learning
40. CVPR 2025From Prototypes to General Distributions: An Efficient Curriculum for Masked Image Modeling
41. CVPR 2025GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction
42. CVPR 2025Gradient Inversion Attacks on Parameter-Efficient Fine-Tuning
43. CVPR 2025GroupMamba: Efficient Group-Based Visual State Space Model
44. CVPR 2025Improving the Training of Data-Efficient GANs via Quality Aware Dynamic Discriminator Rejection Sampling
45. CVPR 2025K-Sort Arena: Efficient and Reliable Benchmarking for Generative Models via K-wise Human Preferences
46. CVPR 2025Keep the Balance: A Parameter-Efficient Symmetrical Framework for RGB+X Semantic Segmentation
47. CVPR 2025Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers
48. CVPR 2025Less is More: Efficient Image Vectorization with Adaptive Parameterization
49. CVPR 2025Less is More: Efficient Model Merging with Binary Task Switch
50. CVPR 2025Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual Recognition

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。