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

35 papers, page 1 of 1

1. NeurIPS 2026COVD: Continual Open-Vocabulary Object Detection with Novel Concept Injection
2. NeurIPS 2026DiDE: Direct Injection with Color-Texture DEcoupling for 3D Stylization
3. NeurIPS 2026LittleLearner: Language Models Under Pedagogically-Controlled Knowledge Exposure
4. NeurIPS 2026LUMOS: Tracing Parametric Knowledge from Training Data to Behavioral Outputs in LLMs
5. NeurIPS 2026On the Fragility of Latent Knowledge: Layer-wise Influence under Unlearning in Large Language Model
6. NeurIPS 2026Shared Truth: Emergent Truth Properties in Large Language Models via Heterogeneous Injection-based Transfer
7. NeurIPS 2026Similarity-Constrained Reweighting for Complex Query Answering on Knowledge Graphs
8. NeurIPS 2026VOID: Backdoor Injection through Knowledge Vacuity in Federated Unlearning
9. NeurIPS 2026You Don’t Need Aligned Representations: Knowledge Distillation via Random Prototype Spaces
10. NeurIPS 2025Better Language Model Inversion by Compactly Representing Next-Token Distributions
11. NeurIPS 2025Elastic Robust Unlearning of Specific Knowledge in Large Language Models
12. NeurIPS 2025From Style to Facts: Mapping the Boundaries of Knowledge Injection with Finetuning
13. NeurIPS 2025Investigating and Mitigating Catastrophic Forgetting in Medical Knowledge Injection through Internal Knowledge Augmentation Learning
14. NeurIPS 2025KeeA*: Epistemic Exploratory A* Search via Knowledge Calibration
15. NeurIPS 2025KINDLE: Knowledge-Guided Distillation for Prior-Free Gene Regulatory Network Inference
16. NeurIPS 2025Knowledge Distillation of Uncertainty using Deep Latent Factor Model
17. NeurIPS 2025Neural Tangent Knowledge Distillation for Optical Convolutional Networks
18. NeurIPS 2025PLD: A Choice-Theoretic List-Wise Knowledge Distillation
19. NeurIPS 2025Rethinking Residual Distribution in Locate-then-Edit Model Editing
20. NeurIPS 2025Root Cause Analysis of Outliers with Missing Structural Knowledge
21. NeurIPS 2025Single-Teacher View Augmentation: Boosting Knowledge Distillation via Angular Diversity
22. NeurIPS 2024ConceptFactory: Facilitate 3D Object Knowledge Annotation with Object Conceptualization
23. NeurIPS 2024Cost-efficient Knowledge-based Question Answering with Large Language Models
24. NeurIPS 2024Delving into the Reversal Curse: How Far Can Large Language Models Generalize?
25. NeurIPS 2024FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection
26. NeurIPS 2024How Do Large Language Models Acquire Factual Knowledge During Pretraining?
27. NeurIPS 2024Is Knowledge Power? On the (Im)possibility of Learning from Strategic Interactions
28. NeurIPS 2024Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models
29. NeurIPS 2024MeMo: Meaningful, Modular Controllers via Noise Injection
30. NeurIPS 2024Over-parameterized Student Model via Tensor Decomposition Boosted Knowledge Distillation
31. NeurIPS 2024Transformers to SSMs: Distilling Quadratic Knowledge to Subquadratic Models
32. NeurIPS 2023Deep Reinforcement Learning with Plasticity Injection
33. NeurIPS 2023Improving the Knowledge Gradient Algorithm
34. NeurIPS 2023Knowledge Distillation Performs Partial Variance Reduction
35. NeurIPS 2023Thrust: Adaptively Propels Large Language Models with External Knowledge

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.