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

109 papers, page 1 of 3

1. CVPR 2026A Bit is All You Need Efficient Video Capture via
2. CVPR 2026AdaBet Gradient-free Layer Selection for Efficient Training of Deep Neural
3. CVPR 2026Adaptive Bayesian Early-Exit Networks for Efficient Non-Transferable Learning
4. CVPR 2026Adaptive Data Augmentation with Multi-armed Bandit Sample-Efficient Embedding Calibration for
5. CVPR 2026All Vehicles Can Lie Efficient Adversarial Defense in Fully Untrusted-Vehicle
6. CVPR 2026An Efficient Token Compression Framework for Visual Object Tracking
7. CVPR 2026Annotation-Efficient Coreset Selection for Context-dependent Segmentation
8. CVPR 2026Beyond Top Activations Efficient and Reliable Crowdsourced Evaluation of Automated
9. CVPR 2026Block-Sparse Global Attention for Efficient Multi-View Geometry Transformers
10. CVPR 2026CoIn Coverage and Informativeness-Guided Token Reduction for Efficient Large Multimodal
11. CVPR 2026CoLC Communication-Efficient Collaborative Perception with LiDAR Completion
12. CVPR 2026Complementary Prototype Mapping for Efficient Multimodal Anomaly Detection
13. CVPR 2026Computation and Communication Efficient Federated Unlearning via On-server Gradient Conflict
14. CVPR 2026CoV-Align Efficient Fine-grained Cross-Modal Alignment with Cohesive Visual Semantics Priority
15. CVPR 2026Curvature-Aware Zeroth-Order Optimization for Memory-Efficient Test-Time Adaptation
16. CVPR 2026DAGE Dual-Stream Architecture for Efficient and Fine-Grained Geometry Estimation
17. CVPR 2026DDiT Dynamic Patch Scheduling for Efficient Diffusion Transformers
18. CVPR 2026Decompose Mix Adapt A Unified Framework for Parameter-Efficient Neural Network
19. CVPR 2026Differentiable Stroke Planning with Dual Parameterization for Efficient and High-Fidelity
20. CVPR 2026Discovering Adaptive Task Dependencies for Efficient Multi-Task Representation Compression
21. CVPR 2026Distilling Quasi-Conformal Mapping A Generalizable and Efficient Solution for Wide-Angle
22. CVPR 2026DiT-IC Aligned Diffusion Transformer for Efficient Image Compression
23. CVPR 2026dMLLM-TTS Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large
24. CVPR 2026DP-FedAdamW An Efficient Optimizer for Differentially Private Federated Large Models
25. CVPR 2026Dual-branch Distilled Transformer for Efficient Asymmetric UAV Tracking
26. CVPR 2026Dual-Granularity Memory for Efficient Video Generation
27. CVPR 2026Edge-RecViT Efficient Vision Transformer via Semantic-Refined Dynamic Recursion
28. CVPR 2026Efficiency Follows Global-Local Decoupling
29. CVPR 2026Efficient All-Pairs Correlation Volume Sampling for Optical Flow Estimation
30. CVPR 2026Efficient and High-Fidelity Omni Modality Retrieval
31. CVPR 2026Efficient Equivariant Transformer for Self-Driving Agent Modeling
32. CVPR 2026Efficient Hybrid SE3-Equivariant Visuomotor Flow Policy via Spherical Harmonics for
33. CVPR 2026Efficient Unrolled Networks for Large-Scale 3D Inverse Problems
34. CVPR 2026Efficient Weighted Sampling via Score-based Generative Models
35. CVPR 2026EfficientVPR Toward Efficient Visual Place Recognition via Scene-Aware Prompt Tuning
36. CVPR 2026ELiC Efficient LiDAR Geometry Compression via Cross-Bit-depth Feature Propagation and
37. CVPR 2026ELITE Efficient Gaussian Head Avatar from a Monocular Video via
38. CVPR 2026Enhancing Accuracy of Uncertainty Estimation in Appearance-based Gaze Tracking with
39. CVPR 2026FastGaMer Efficient GainMap Learning for Practical Inverse Tone Mapping
40. CVPR 2026FlexiVideo Variation-Aware Temporal Dynamics Modeling for Efficient Video Understanding
41. CVPR 2026Flow Map Distillation Without Data
42. CVPR 2026From Sketch to Fresco Efficient Diffusion Transformer with Progressive Resolution
43. CVPR 2026GeoDexGrasp Geometry-aware Generation for Data-efficient and Physics-plausible Dexterous Grasping
44. CVPR 2026Geometry-driven OOD Detectors Are Class-Incremental Learners
45. CVPR 2026GIFT Global Irreplaceability Frame Targeting for Efficient Video Understanding
46. CVPR 2026GR-Gauge Cost-efficient Training Configuration By Gauging the Gradient Redundancy
47. CVPR 2026High-Quality and Efficient Turbulence Mitigation with Events
48. CVPR 2026Hyperbolic Busemann Neural Networks
49. CVPR 2026IAFMNet Information-Aware Feature Modulation for Efficient Super-Resolution
50. CVPR 2026LaRP Efficient Multi-View Inpainting with Latent Reprojection Priors

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.