Backdoor Attacks papers, 2023–2026
Triggers and detection
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 381 papers are tagged with this topic.
Key findings
- Backdoor Attacks went from 73 papers in 2023 to 111 in 2026, roughly 1.5x in three years.
- NeurIPS publishes the most Backdoor Attacks work: 124 papers from 2023 to 2026, 33% of the four-venue total.
- The fastest-growing overlap is with Alignment and Safety: papers tagged with both rose from 0 in 2023 to 16 in 2026.
- Among the 5 topics under Security and Trust, it ranks #2 by 2026 paper count; the fastest grower in the group, Watermarking, is up 9.3x versus 1.5x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 21 | 15 | 11 | 26 | 73 |
| 2024 | 36 | 27 | 24 | 18 | 105 |
| 2025 | 31 | 25 | 17 | 19 | 92 |
| 2026 | 36 | 20 | 36 | 19 | 111 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026A Theoretical Analysis of Backdoor Learning as Simplicity-Biased Optimization Dynamics
- ICML 2026Coupled Trigger Optimization and Vulnerable Parameter Alignment for Persistent Backdoor Attacks on Federated Learning
- ICLR 2026Defending against Backdoor Attacks via Module Switching
- CVPR 2026Eliminate Distance Differences Induced by Backdoor Attacks Layer-Selective Training and
- NeurIPS 2025A Set of Generalized Components to Achieve Effective Poison-only Clean-label Backdoor Attacks with Collaborative Sample Selection and Triggers
- ICML 2025A Closer Look at Backdoor Attacks on CLIP
- ICLR 2025Activation Gradient based Poisoned Sample Detection Against Backdoor Attacks
- CVPR 2025BadToken: Token-level Backdoor Attacks to Multi-modal Large Language Models
- NeurIPS 2024Reproducibility Study on Adversarial Attacks Against Robust Transformer Trackers
- ICML 2024Better Safe than Sorry: Pre-training CLIP against Targeted Data Poisoning and Backdoor Attacks
- ICLR 2024Adversarial Feature Map Pruning for Backdoor
- CVPR 2024Data Poisoning based Backdoor Attacks to Contrastive Learning
- NeurIPS 2023A Unified Detection Framework for Inference-Stage Backdoor Defenses
- ICML 2023Data Poisoning Attacks Against Multimodal Encoders
- ICLR 2023Adversarial Attacks on Adversarial Bandits
- CVPR 2023Architectural Backdoors in Neural Networks
- NeurIPS 2026AI Models Can Provably Hide Arbitrary Capabilities
- ICML 2026DF-LoGiT: Data-Free Logic-Gated Backdoor Attacks in Vision Transformers
- ICLR 2026Don't Shift the Trigger: Robust Gradient Ascent for Backdoor Unlearning
- CVPR 2026Logit-Margin Repulsion for Backdoor Defense
All Backdoor Attacks papers
25 papers, page 1 of 1
- ICLR 2025Activation Gradient based Poisoned Sample Detection Against Backdoor Attacks
- ICLR 2025Adversarial Training for Defense Against Label Poisoning Attacks
- ICLR 2025Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
- ICLR 2025AI2TALE: An Innovative Information Theory-based Approach for Learning to Localize Phishing Attacks
- ICLR 2025Bad-PFL: Exploiting Backdoor Attacks against Personalized Federated Learning
- ICLR 2025Beyond Mere Token Analysis: A Hypergraph Metric Space Framework for Defending Against Socially Engineered LLM Attacks
- ICLR 2025Can We Trust Embodied Agents? Exploring Backdoor Attacks against Embodied LLM-Based Decision-Making Systems
- ICLR 2025Certifying Language Model Robustness with Fuzzed Randomized Smoothing: An Efficient Defense Against Backdoor Attacks
- ICLR 2025Concept-ROT: Poisoning Concepts in Large Language Models with Model Editing
- ICLR 2025Detecting Backdoor Samples in Contrastive Language Image Pretraining
- ICLR 2025DocMIA: Document-Level Membership Inference Attacks against DocVQA Models
- ICLR 2025Energy-based Backdoor Defense Against Federated Graph Learning
- ICLR 2025GPromptShield: Elevating Resilience in Graph Prompt Tuning Against Adversarial Attacks
- ICLR 2025Humanizing the Machine: Proxy Attacks to Mislead LLM Detectors
- ICLR 2025Injecting Universal Jailbreak Backdoors into LLMs in Minutes
- ICLR 2025Machine Unlearning Fails to Remove Data Poisoning Attacks
- ICLR 2025Mind Control through Causal Inference: Predicting Clean Images from Poisoned Data
- ICLR 2025Probe before You Talk: Towards Black-box Defense against Backdoor Unalignment for Large Language Models
- ICLR 2025Protecting against simultaneous data poisoning attacks
- ICLR 2025Provably Robust Explainable Graph Neural Networks against Graph Perturbation Attacks
- ICLR 2025REFINE: Inversion-Free Backdoor Defense via Model Reprogramming
- ICLR 2025RobustKV: Defending Large Language Models against Jailbreak Attacks via KV Eviction
- ICLR 2025Robustness Inspired Graph Backdoor Defense
- ICLR 2025UV-Attack: Physical-World Adversarial Attacks on Person Detection via Dynamic-NeRF-based UV Mapping
- ICLR 2025Wicked Oddities: Selectively Poisoning for Effective Clean-Label Backdoor Attacks
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FAQ
- How many Backdoor Attacks papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 381 in total: 73 in 2023, 105 in 2024, 92 in 2025, 111 in 2026.
- How many Backdoor Attacks papers are at NeurIPS 2026?
- NeurIPS 2026 has 36 Backdoor Attacks papers, versus 31 the year before.
- How many Backdoor Attacks papers are at ICLR 2026?
- ICLR 2026 has 20 Backdoor Attacks papers, versus 25 the year before.
- How many Backdoor Attacks papers are at ICML 2026?
- ICML 2026 has 36 Backdoor Attacks papers, versus 17 the year before.
- How many Backdoor Attacks papers are at CVPR 2026?
- CVPR 2026 has 19 Backdoor Attacks papers, versus 19 the year before.
- Which conference publishes the most Backdoor Attacks papers?
- NeurIPS, with 124 papers from 2023 to 2026.