Efficient Training papers, 2023–2026

Key findings

• Efficient Training went from 346 papers in 2023 to 603 in 2026, roughly 1.7x in three years.
• NeurIPS publishes the most Efficient Training work: 499 papers from 2023 to 2026, 28% of the four-venue total.
• The fastest-growing overlap is with Deep learning · large language models: papers tagged with both rose from 6 in 2023 to 50 in 2026.
• Among the 5 topics under Efficiency and Systems, it ranks #3 by 2026 paper count; the fastest grower in the group, Hardware-Aware ML, is up 4.4x versus 1.7x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Efficient Training papers

82 papers, page 2 of 2

51. CVPR 2025LoKi: Low-dimensional KAN for Efficient Fine-tuning Image Models
52. CVPR 2025MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation
53. CVPR 2025MEET: Towards Memory-Efficient Temporal Sparse Deep Neural Networks
54. CVPR 2025Meta-Learning Hyperparameters for Parameter Efficient Fine-Tuning
55. CVPR 2025MoST: Efficient Monarch Sparse Tuning for 3D Representation Learning
56. CVPR 2025No Pains, More Gains: Recycling Sub-Salient Patches for Efficient High-Resolution Image Recognition
57. CVPR 2025NoT: Federated Unlearning via Weight Negation
58. CVPR 2025NVILA: Efficient Frontier Visual Language Models
59. CVPR 2025Parameter Efficient Mamba Tuning via Projector-targeted Diagonal-centric Linear Transformation
60. CVPR 2025Practical Solutions to the Relative Pose of Three Calibrated Cameras
61. CVPR 2025Project-Probe-Aggregate: Efficient Fine-Tuning for Group Robustness
62. CVPR 2025Proximal Algorithm Unrolling: Flexible and Efficient Reconstruction Networks for Single-Pixel Imaging
63. CVPR 2025PS-EIP: Robust Photometric Stereo Based on Event Interval Profile
64. CVPR 2025Query Efficient Black-Box Visual Prompting with Subspace Learning
65. CVPR 2025Rethinking Token Reduction with Parameter-Efficient Fine-Tuning in ViT for Pixel-Level Tasks
66. CVPR 2025RivuletMLP: An MLP-based Architecture for Efficient Compressed Video Quality Enhancement
67. CVPR 2025Sample- and Parameter-Efficient Auto-Regressive Image Models
68. CVPR 2025Scale Efficient Training for Large Datasets
69. CVPR 2025Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentation
70. CVPR 2025SharpDepth: Sharpening Metric Depth Predictions Using Diffusion Distillation
71. CVPR 2025Sketch Down the FLOPs: Towards Efficient Networks for Human Sketch
72. CVPR 2025SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer
73. CVPR 2025Spatiotemporal Decoupling for Efficient Vision-Based Occupancy Forecasting
74. CVPR 2025Style Quantization for Data-Efficient GAN Training
75. CVPR 2025TacoDepth: Towards Efficient Radar-Camera Depth Estimation with One-stage Fusion
76. CVPR 2025TADFormer: Task-Adaptive Dynamic TransFormer for Efficient Multi-Task Learning
77. CVPR 2025Text-guided Sparse Voxel Pruning for Efficient 3D Visual Grounding
78. CVPR 2025Towards Efficient Foundation Model for Zero-shot Amodal Segmentation
79. CVPR 2025Towards Stable and Storage-efficient Dataset Distillation: Matching Convexified Trajectory
80. CVPR 2025Trajectory Mamba: Efficient Attention-Mamba Forecasting Model Based on Selective SSM
81. CVPR 2025Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models
82. CVPR 2025ViKIENet: Towards Efficient 3D Object Detection with Virtual Key Instance Enhanced Network

FAQ

How many Efficient Training papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

1,765 in total: 346 in 2023, 300 in 2024, 516 in 2025, 603 in 2026.

How many Efficient Training papers are at NeurIPS 2026?

NeurIPS 2026 has 177 Efficient Training papers, versus 190 the year before.

How many Efficient Training papers are at ICLR 2026?

ICLR 2026 has 148 Efficient Training papers, versus 126 the year before.

How many Efficient Training papers are at ICML 2026?

ICML 2026 has 169 Efficient Training papers, versus 118 the year before.

How many Efficient Training papers are at CVPR 2026?

CVPR 2026 has 109 Efficient Training papers, versus 82 the year before.

Which conference publishes the most Efficient Training papers?

NeurIPS, with 499 papers from 2023 to 2026.