Knowledge Injection papers, 2023–2026

Key findings

• Knowledge Injection fell from 34 papers in 2023 to 26 in 2026, so interest is cooling.
• CVPR publishes the most Knowledge Injection work: 38 papers from 2023 to 2026, 29% of the four-venue total.
• The fastest-growing overlap is with Knowledge Graphs: papers tagged with both rose from 30 in 2023 to 15 in 2026.
• Among the 5 topics under Neurosymbolic AI, it ranks #5 by 2026 paper count; the fastest grower in the group, Mathematical Reasoning, is up 10x versus 0.8x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026DiDE: Direct Injection with Color-Texture DEcoupling for 3D Stylization
• ICML 2026SPA: A Simple but Tough-to-Beat Baseline for Knowledge Injection
• ICLR 2026NDAD: Negative-Direction Aware Decoding for Large Language Models via Controllable Hallucination Signal Injection
• CVPR 2026Distilling Balanced Knowledge from a Biased Teacher
• NeurIPS 2025From Style to Facts: Mapping the Boundaries of Knowledge Injection with Finetuning
• ICML 2025TINED: GNNs-to-MLPs by Teacher Injection and Dirichlet Energy Distillation
• ICLR 2025How new data permeates LLM knowledge and how to dilute it
• CVPR 2025DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification
• NeurIPS 2024FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection
• ICML 2024Enhancing Class-Imbalanced Learning with Pre-Trained Guidance through Class-Conditional Knowledge Distillation
• ICLR 2024DistillSpec: Improving Speculative Decoding via Knowledge Distillation
• CVPR 2024Aligning Logits Generatively for Principled Black-Box Knowledge Distillation
• NeurIPS 2023Improving the Knowledge Gradient Algorithm
• ICML 2023Large Language Models Struggle to Learn Long-Tail Knowledge
• ICLR 2023Noise Injection Node Regularization for Robust Learning
• CVPR 2023AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning
• NeurIPS 2026Shared Truth: Emergent Truth Properties in Large Language Models via Heterogeneous Injection-based Transfer
• ICML 2026RedVisor: Reasoning-Aware Prompt Injection Defense via Zero-Copy KV Cache Reuse
• ICLR 2026Knowledge Distillation as Decontamination? Revisiting the “Data Laundering” Concern
• CVPR 2026Dynamic Magic Unleashing Restricted Knowledge for Lifelong Person Re-Identification

All Knowledge Injection papers

38 papers, page 1 of 1

1. CVPR 2026ARGUS Defending Against Multimodal Indirect Prompt Injection via Steering Instruction-Following
2. CVPR 2026CamPI Physical Adversarial Examples through Camera Power Signal Injection
3. CVPR 2026Distilling Balanced Knowledge from a Biased Teacher
4. CVPR 2026Dynamic Magic Unleashing Restricted Knowledge for Lifelong Person Re-Identification
5. CVPR 2026Gated Condition Injection without Multimodal Attention Towards Controllable Linear-Attention Transformers
6. CVPR 2026Learning from Oblivion Predicting Knowledge-Overflowed Weights via Retrodiction of Forgetting
7. CVPR 2026Streamlined Knowledge Distillation
8. CVPR 2026Unlocking 3D Affordance Segmentation with 2D Semantic Knowledge
9. CVPR 2025DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification
10. CVPR 2025Knowledge Bridger: Towards Training-Free Missing Modality Completion
11. CVPR 2025Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks
12. CVPR 2025Uncertainty-Instructed Structure Injection for Generalizable HD Map Construction
13. CVPR 2025VideoWorld: Exploring Knowledge Learning from Unlabeled Videos
14. CVPR 2024Aligning Logits Generatively for Principled Black-Box Knowledge Distillation
15. CVPR 2024Building Optimal Neural Architectures using Interpretable Knowledge
16. CVPR 2024De-confounded Data-free Knowledge Distillation for Handling Distribution Shifts
17. CVPR 2024FreeKD: Knowledge Distillation via Semantic Frequency Prompt
18. CVPR 2024Implicit Discriminative Knowledge Learning for Visible-Infrared Person Re-Identification
19. CVPR 2024Learning to Visually Localize Sound Sources from Mixtures without Prior Source Knowledge
20. CVPR 2024Logit Standardization in Knowledge Distillation
21. CVPR 2024Overcoming Generic Knowledge Loss with Selective Parameter Update
22. CVPR 2024Small Scale Data-Free Knowledge Distillation
23. CVPR 2024Taming the Tail in Class-Conditional GANs: Knowledge Sharing via Unconditional Training at Lower Resolutions
24. CVPR 2024VkD: Improving Knowledge Distillation using Orthogonal Projections
25. CVPR 2023A Unified Knowledge Distillation Framework for Deep Directed Graphical Models
26. CVPR 2023A-Cap: Anticipation Captioning With Commonsense Knowledge
27. CVPR 2023AttriCLIP: A Non-Incremental Learner for Incremental Knowledge Learning
28. CVPR 2023Class Attention Transfer Based Knowledge Distillation
29. CVPR 2023Constructing Deep Spiking Neural Networks From Artificial Neural Networks With Knowledge Distillation
30. CVPR 2023EMT-NAS:Transferring Architectural Knowledge Between Tasks From Different Datasets
31. CVPR 2023ERM-KTP: Knowledge-Level Machine Unlearning via Knowledge Transfer
32. CVPR 2023Knowledge Combination To Learn Rotated Detection Without Rotated Annotation
33. CVPR 2023Knowledge Distillation for 6D Pose Estimation by Aligning Distributions of Local Predictions
34. CVPR 2023Learning To Retain While Acquiring: Combating Distribution-Shift in Adversarial Data-Free Knowledge Distillation
35. CVPR 2023Learning Transferable Spatiotemporal Representations From Natural Script Knowledge
36. CVPR 2023Probabilistic Knowledge Distillation of Face Ensembles
37. CVPR 2023Sequential Training of GANs Against GAN-Classifiers Reveals Correlated "Knowledge Gaps" Present Among Independently Trained GAN Instances
38. CVPR 2023The Dark Side of Dynamic Routing Neural Networks: Towards Efficiency Backdoor Injection

FAQ

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

131 in total: 34 in 2023, 39 in 2024, 32 in 2025, 26 in 2026.

How many Knowledge Injection papers are at NeurIPS 2026?

NeurIPS 2026 has 9 Knowledge Injection papers, versus 12 the year before.

How many Knowledge Injection papers are at ICLR 2026?

ICLR 2026 has 5 Knowledge Injection papers, versus 9 the year before.

How many Knowledge Injection papers are at ICML 2026?

ICML 2026 has 4 Knowledge Injection papers, versus 6 the year before.

How many Knowledge Injection papers are at CVPR 2026?

CVPR 2026 has 8 Knowledge Injection papers, versus 5 the year before.

Which conference publishes the most Knowledge Injection papers?

CVPR, with 38 papers from 2023 to 2026.