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

12 papers, page 1 of 1

1. NeurIPS 2025Better Language Model Inversion by Compactly Representing Next-Token Distributions
2. NeurIPS 2025Elastic Robust Unlearning of Specific Knowledge in Large Language Models
3. NeurIPS 2025From Style to Facts: Mapping the Boundaries of Knowledge Injection with Finetuning
4. NeurIPS 2025Investigating and Mitigating Catastrophic Forgetting in Medical Knowledge Injection through Internal Knowledge Augmentation Learning
5. NeurIPS 2025KeeA*: Epistemic Exploratory A* Search via Knowledge Calibration
6. NeurIPS 2025KINDLE: Knowledge-Guided Distillation for Prior-Free Gene Regulatory Network Inference
7. NeurIPS 2025Knowledge Distillation of Uncertainty using Deep Latent Factor Model
8. NeurIPS 2025Neural Tangent Knowledge Distillation for Optical Convolutional Networks
9. NeurIPS 2025PLD: A Choice-Theoretic List-Wise Knowledge Distillation
10. NeurIPS 2025Rethinking Residual Distribution in Locate-then-Edit Model Editing
11. NeurIPS 2025Root Cause Analysis of Outliers with Missing Structural Knowledge
12. NeurIPS 2025Single-Teacher View Augmentation: Boosting Knowledge Distillation via Angular Diversity

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.