Low-Rank Adaptation papers, 2023–2026
LoRA and parameter-efficient tuning
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 2,273 papers are tagged with this topic.
Key findings
- Low-Rank Adaptation went from 282 papers in 2023 to 841 in 2026, roughly 3.0x in three years.
- NeurIPS publishes the most Low-Rank Adaptation work: 781 papers from 2023 to 2026, 34% of the four-venue total.
- The fastest-growing overlap is with Diffusion Models: papers tagged with both rose from 4 in 2023 to 61 in 2026.
- Among the 5 topics under Optimization and Scaling, it ranks #1 by 2026 paper count; the fastest grower in the group, Scaling Laws, is up 4.1x versus 3.0x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 78 | 76 | 65 | 63 | 282 |
| 2024 | 193 | 95 | 124 | 106 | 518 |
| 2025 | 241 | 152 | 136 | 103 | 632 |
| 2026 | 269 | 184 | 240 | 148 | 841 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026$\delta$-Mem: : Efficient Online Memory For Large Language Models
- ICML 2026A3: an Analytical Low-Rank Approximation Framework for Attention
- ICLR 2026A Guardrail for Safety Preservation: When Safety-Sensitive Subspace Meets Harmful-Resistant Null-Space
- CVPR 20262-Shots in the Dark Low-Light Denoising with Minimal Data Acquisition
- NeurIPS 2025A geometric framework for momentum-based optimizers for low-rank training
- ICML 2025Beyond Low-rank Decomposition: A Shortcut Approach for Efficient On-Device Learning
- ICLR 2025A Quantum Circuit-Based Compression Perspective for Parameter-Efficient Learning
- CVPR 2025AdaDARE-gamma: Balancing Stability and Plasticity in Multi-modal LLMs through Efficient Adaptation
- NeurIPS 2024Bridging The Gap between Low-rank and Orthogonal Adaptation via Householder Reflection Adaptation
- ICML 2024A Tensor Decomposition Perspective on Second-order RNNs
- ICLR 2024A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation
- CVPR 2024DePT: Decoupled Prompt Tuning
- NeurIPS 2023A Theoretical Analysis of the Test Error of Finite-Rank Kernel Ridge Regression
- ICML 2023A Three-regime Model of Network Pruning
- ICLR 2023A General Rank Preserving Framework for Asymmetric Image Retrieval
- CVPR 20231% VS 100%: Parameter-Efficient Low Rank Adapter for Dense Predictions
- NeurIPS 2026A low-rank decoder bottleneck bounds reliability in foundation-model perturbation prediction
- ICML 2026Adaptive Utilization of Low-Rank Adaptation via Conditioned Gating
- ICLR 2026ABBA-Adapters: Efficient and Expressive Fine-Tuning of Foundation Models
- CVPR 2026Basis-Oriented Low-rank Transfer for Few-Shot and Test-Time Adaptation
All Low-Rank Adaptation papers
282 papers, page 1 of 6
- CVPR 20231% VS 100%: Parameter-Efficient Low Rank Adapter for Dense Predictions
- CVPR 2023A Probabilistic Framework for Lifelong Test-Time Adaptation
- CVPR 2023A-La-Carte Prompt Tuning (APT): Combining Distinct Data via Composable Prompting
- CVPR 2023Adapting Shortcut With Normalizing Flow: An Efficient Tuning Framework for Visual Recognition
- CVPR 2023ALOFT: A Lightweight MLP-Like Architecture With Dynamic Low-Frequency Transform for Domain Generalization
- CVPR 2023Boosting Low-Data Instance Segmentation by Unsupervised Pre-Training With Saliency Prompt
- CVPR 2023C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation
- CVPR 2023Class Relationship Embedded Learning for Source-Free Unsupervised Domain Adaptation
- CVPR 2023Cloud-Device Collaborative Adaptation to Continual Changing Environments in the Real-World
- CVPR 2023COT: Unsupervised Domain Adaptation With Clustering and Optimal Transport
- CVPR 2023DARE-GRAM: Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices
- CVPR 2023Diverse Embedding Expansion Network and Low-Light Cross-Modality Benchmark for Visible-Infrared Person Re-Identification
- CVPR 2023Divide and Adapt: Active Domain Adaptation via Customized Learning
- CVPR 2023Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation
- CVPR 2023E2PN: Efficient SE(3)-Equivariant Point Network
- CVPR 2023EcoTTA: Memory-Efficient Continual Test-Time Adaptation via Self-Distilled Regularization
- CVPR 2023Efficient Robust Principal Component Analysis via Block Krylov Iteration and CUR Decomposition
- CVPR 2023Efficient Second-Order Plane Adjustment
- CVPR 2023Explicit Visual Prompting for Low-Level Structure Segmentations
- CVPR 2023Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation
- CVPR 2023GeoNet: Benchmarking Unsupervised Adaptation Across Geographies
- CVPR 2023Guiding Pseudo-Labels With Uncertainty Estimation for Source-Free Unsupervised Domain Adaptation
- CVPR 2023Hierarchical Neural Memory Network for Low Latency Event Processing
- CVPR 2023Hint-Aug: Drawing Hints From Foundation Vision Transformers Towards Boosted Few-Shot Parameter-Efficient Tuning
- CVPR 2023Human Pose Estimation in Extremely Low-Light Conditions
- CVPR 2023Image Cropping With Spatial-Aware Feature and Rank Consistency
- CVPR 2023Learning a 3D Morphable Face Reflectance Model From Low-Cost Data
- CVPR 2023Learning a Simple Low-Light Image Enhancer From Paired Low-Light Instances
- CVPR 2023Leveraging Temporal Context in Low Representational Power Regimes
- CVPR 2023Low-Light Image Enhancement via Structure Modeling and Guidance
- CVPR 2023MHPL: Minimum Happy Points Learning for Active Source Free Domain Adaptation
- CVPR 2023MixPHM: Redundancy-Aware Parameter-Efficient Tuning for Low-Resource Visual Question Answering
- CVPR 2023MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures
- CVPR 2023MOT: Masked Optimal Transport for Partial Domain Adaptation
- CVPR 2023Parameter Efficient Local Implicit Image Function Network for Face Segmentation
- CVPR 2023Partial Network Cloning
- CVPR 2023PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Models
- CVPR 2023PEAL: Prior-Embedded Explicit Attention Learning for Low-Overlap Point Cloud Registration
- CVPR 2023Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography
- CVPR 2023Plateau-Reduced Differentiable Path Tracing
- CVPR 2023Policy Adaptation From Foundation Model Feedback
- CVPR 2023Pose Synchronization Under Multiple Pair-Wise Relative Poses
- CVPR 2023Q-DETR: An Efficient Low-Bit Quantized Detection Transformer
- CVPR 2023Re-GAN: Data-Efficient GANs Training via Architectural Reconfiguration
- CVPR 2023Recognizability Embedding Enhancement for Very Low-Resolution Face Recognition and Quality Estimation
- CVPR 2023RelightableHands: Efficient Neural Relighting of Articulated Hand Models
- CVPR 2023Representing Volumetric Videos As Dynamic MLP Maps
- CVPR 2023Resource-Efficient RGBD Aerial Tracking
- CVPR 2023Robust Mean Teacher for Continual and Gradual Test-Time Adaptation
- CVPR 2023Robust Test-Time Adaptation in Dynamic Scenarios
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FAQ
- How many Low-Rank Adaptation papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 2,273 in total: 282 in 2023, 518 in 2024, 632 in 2025, 841 in 2026.
- How many Low-Rank Adaptation papers are at NeurIPS 2026?
- NeurIPS 2026 has 269 Low-Rank Adaptation papers, versus 241 the year before.
- How many Low-Rank Adaptation papers are at ICLR 2026?
- ICLR 2026 has 184 Low-Rank Adaptation papers, versus 152 the year before.
- How many Low-Rank Adaptation papers are at ICML 2026?
- ICML 2026 has 240 Low-Rank Adaptation papers, versus 136 the year before.
- How many Low-Rank Adaptation papers are at CVPR 2026?
- CVPR 2026 has 148 Low-Rank Adaptation papers, versus 103 the year before.
- Which conference publishes the most Low-Rank Adaptation papers?
- NeurIPS, with 781 papers from 2023 to 2026.