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

355 papers, page 5 of 8

201. CVPR 2024Characteristics Matching Based Hash Codes Generation for Efficient Fine-grained Image Retrieval
202. CVPR 2024Circuit Design and Efficient Simulation of Quantum Inner Product and Empirical Studies of Its Effect on Near-Term Hybrid Quantum-Classic Machine Learning
203. CVPR 2024CLIP-KD: An Empirical Study of CLIP Model Distillation
204. CVPR 2024Communication-Efficient Collaborative Perception via Information Filling with Codebook
205. CVPR 2024Communication-Efficient Federated Learning with Accelerated Client Gradient
206. CVPR 2024Data-Efficient Multimodal Fusion on a Single GPU
207. CVPR 2024Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical Images
208. CVPR 2024Deep-TROJ: An Inference Stage Trojan Insertion Algorithm through Efficient Weight Replacement Attack
209. CVPR 2024Distilling Semantic Priors from SAM to Efficient Image Restoration Models
210. CVPR 2024ECLIPSE: Efficient Continual Learning in Panoptic Segmentation with Visual Prompt Tuning
211. CVPR 2024Efficient 3D Implicit Head Avatar with Mesh-anchored Hash Table Blendshapes
212. CVPR 2024Efficient and Effective Weakly-Supervised Action Segmentation via Action-Transition-Aware Boundary Alignment
213. CVPR 2024Efficient Hyperparameter Optimization with Adaptive Fidelity Identification
214. CVPR 2024Efficient Meshflow and Optical Flow Estimation from Event Cameras
215. CVPR 2024Efficient Model Stealing Defense with Noise Transition Matrix
216. CVPR 2024Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring
217. CVPR 2024Efficient Multitask Dense Predictor via Binarization
218. CVPR 2024Efficient Privacy-Preserving Visual Localization Using 3D Ray Clouds
219. CVPR 2024Efficient Scene Recovery Using Luminous Flux Prior
220. CVPR 2024Efficient Solution of Point-Line Absolute Pose
221. CVPR 2024Efficient Stitchable Task Adaptation
222. CVPR 2024EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
223. CVPR 2024ERMVP: Communication-Efficient and Collaboration-Robust Multi-Vehicle Perception in Challenging Environments
224. CVPR 2024Exploiting Inter-sample and Inter-feature Relations in Dataset Distillation
225. CVPR 2024Exploring Efficient Asymmetric Blind-Spots for Self-Supervised Denoising in Real-World Scenarios
226. CVPR 2024FACT: Frame-Action Cross-Attention Temporal Modeling for Efficient Action Segmentation
227. CVPR 2024FedMef: Towards Memory-efficient Federated Dynamic Pruning
228. CVPR 2024FlashAvatar: High-fidelity Head Avatar with Efficient Gaussian Embedding
229. CVPR 2024FlowIE: Efficient Image Enhancement via Rectified Flow
230. CVPR 2024Gradient-based Parameter Selection for Efficient Fine-Tuning
231. CVPR 2024Hourglass Tokenizer for Efficient Transformer-Based 3D Human Pose Estimation
232. CVPR 2024How to Make Cross Encoder a Good Teacher for Efficient Image-Text Retrieval?
233. CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
234. CVPR 2024Integrating Efficient Optimal Transport and Functional Maps For Unsupervised Shape Correspondence Learning
235. CVPR 2024Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms
236. CVPR 2024Label-Efficient Group Robustness via Out-of-Distribution Concept Curation
237. CVPR 2024LEOD: Label-Efficient Object Detection for Event Cameras
238. CVPR 2024Leveraging Camera Triplets for Efficient and Accurate Structure-from-Motion
239. CVPR 2024Logit Standardization in Knowledge Distillation
240. CVPR 2024Look-Up Table Compression for Efficient Image Restoration
241. CVPR 2024LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels
242. CVPR 2024MCNet: Rethinking the Core Ingredients for Accurate and Efficient Homography Estimation
243. CVPR 2024MS-DETR: Efficient DETR Training with Mixed Supervision
244. CVPR 2024NAYER: Noisy Layer Data Generation for Efficient and Effective Data-free Knowledge Distillation
245. CVPR 2024On the Diversity and Realism of Distilled Dataset: An Efficient Dataset Distillation Paradigm
246. CVPR 2024Parameter Efficient Fine-tuning via Cross Block Orchestration for Segment Anything Model
247. CVPR 2024PeLK: Parameter-efficient Large Kernel ConvNets with Peripheral Convolution
248. CVPR 2024PEM: Prototype-based Efficient MaskFormer for Image Segmentation
249. CVPR 2024PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees
250. CVPR 2024PTM-VQA: Efficient Video Quality Assessment Leveraging Diverse PreTrained Models from the Wild

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.