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 2 of 3

51. CVPR 2026Learnable Motion-Focused Tokenization for Effective and Efficient Video Unsupervised Domain
52. CVPR 2026LiDeRe A Lightweight Readout for Fast and Data-Efficient Dense Prediction
53. CVPR 2026LightSplat Fast and Memory-Efficient Open-Vocabulary 3D Scene Understanding in Five
54. CVPR 2026Lite Any Stereo Efficient Zero-Shot Stereo Matching
55. CVPR 2026LLM-Guided Probabilistic Fusion for Label-Efficient Document Layout Analysis
56. CVPR 2026MAGICIAN Efficient Long-Term Planning with Imagined Gaussians for Active Mapping
57. CVPR 2026MaskDiME Adaptive Masked Diffusion for Precise and Efficient Visual Counterfactual
58. CVPR 2026Memory-Efficient Fine-Tuning Diffusion Transformers via Dynamic Patch Sampling and Block
59. CVPR 2026Memory-Efficient Transfer Learning with Fading Side Networks via Masked Dual
60. CVPR 2026Merge3D Efficient 3D Multimodal LLMs via Joint 2D-3D Token Merging
61. CVPR 2026MERIT Multi-domain Efficient RAW Image Translation
62. CVPR 2026MeToM Metadata-Guided Token Merging for Efficient Video LLMs
63. CVPR 2026MixerCSeg An Efficient Mixer Architecture for Crack Segmentation via Decoupled
64. CVPR 2026NAMI Efficient Image Generation via Bridged Progressive Rectified Flow Transformers
65. CVPR 2026NESTOR A Nested MOE-based Neural Operator for Large-Scale PDE Pre-Training
66. CVPR 2026Parameter-Efficient Adaptation for MLLMs via Implicit Modality Decomposition
67. CVPR 2026Parameter-efficient Continual Learning for Enhancing Plasticity without Forgetting under Limited
68. CVPR 2026PFGNet A Fully Convolutional Frequency-Guided Peripheral Gating Network for Efficient
69. CVPR 2026PHASE-Net Physics-Grounded Harmonic Attention System for Efficient Remote Photoplethysmography Measurement
70. CVPR 2026Phased DMD Few-step Distribution Matching Distillation via Score Matching within
71. CVPR 2026PhaseWin Search Framework Enable Efficient Object-Level Interpretation
72. CVPR 2026PIX-TAB Efficient PIXel-Precise TABle Structure Recognition Approach with Speculative Decoding
73. CVPR 2026PlannerRFT Reinforcing Diffusion Planners through Closed-Loop and Sample-Efficient Fine-Tuning
74. CVPR 2026PosterOmni Generalized Artistic Poster Creation via Task Distillation and Unified
75. CVPR 2026Prime Once then Reprogram Locally An Efficient Alternative to Black-Box
76. CVPR 2026RAVEN Radar Adaptive Vision Encoders for Efficient Chirp-wise Object Detection
77. CVPR 2026ReFTA Breaking the Weight Reconstruction Bottleneck in Tensorized Parameter-Efficient Fine-Tuning
78. CVPR 2026RegFormer Transferable Relational Grounding for Efficient Weakly-Supervised Human-Object Interaction Detection
79. CVPR 2026Rejection Mixing Fast Semantic Propagation of Mask Tokens for Efficient
80. CVPR 2026Rethinking Dataset Distillation Hard Truths about Soft Labels
81. CVPR 2026Retrieve-to-Restore Efficient All-in-One Image Restoration with a Retrieval-Based Degradation Bank
82. CVPR 2026Revisiting Unknowns Towards Effective and Efficient Open-Set Active Learning
83. CVPR 2026S2FT Parameter-Efficient Fine-Tuning in Sparse Spectrum Domain
84. CVPR 2026Scan Clusters Not Pixels A Cluster-Centric Paradigm for Efficient Ultra-high-definition
85. CVPR 2026SEA-Flow3D Simplified Efficient and Accurate Scene Flow via Spatial Vector
86. CVPR 2026SEATrack Simple Efficient and Adaptive Multimodal Tracker
87. CVPR 2026SegMo Co-Designing Content-Aware Sparsity and Locally-Cohesive Segment Parallelism for Efficient
88. CVPR 2026ShiftLUT Spatial Shift Enhanced Look-Up Tables for Efficient Image Restoration
89. CVPR 2026SkillSight Efficient First-Person Skill Assessment with Gaze
90. CVPR 2026SMV-EAR Bring Spatiotemporal Multi-View Representation Learning into Efficient Event-Based Action
91. CVPR 2026SO3-Equivariant ViT-Adapter for Data-Efficient Zero-Shot Sim-to-Real Indoor Panoramic Depth Estimation
92. CVPR 2026Sparse Task Vector Mixup with Hypernetworks for Efficient Knowledge Transfer
93. CVPR 2026SpikeTrack A Spike-driven Framework for Efficient Visual Tracking
94. CVPR 2026SpikeTrack High-performance and Energy-efficient Event-Based Object Tracking with Spiking Neural
95. CVPR 2026SSM-Aware Token-Efficient VMamba via Adaptive Patch Pruning and Merging for
96. CVPR 2026Streamlined Knowledge Distillation
97. CVPR 2026Submodel Extraction for Efficient and Personalized Federated Learning via Optimal
98. CVPR 2026Token Reduction via Local and Global Contexts Optimization for Efficient
99. CVPR 2026TokenHand Discrete Token Representation for Efficient Hand Mesh Reconstruction
100. CVPR 2026Towards Photorealistic and Efficient Bokeh Rendering via Diffusion Framework

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.