Data Contamination Detection

Thought-Transfer: Indirect Targeted Poisoning Attacks on Chain-of-Thought Reasoning Models

Authors: Harsh Chaudhari, Ethan Rathbum, Hanna Foerster, Jamie Hayes, Matthew Jagielski, Milad Nasr, Ilia Shumailov, Alina Oprea | Published: 2026-01-27
LLM活用
Data Contamination Detection
Calculation of Output Harmfulness
2026.01.27 2026.01.29
Literature Database

EmoRAG: Evaluating RAG Robustness to Symbolic Perturbations

Authors: Xinyun Zhou, Xinfeng Li, Yinan Peng, Ming Xu, Xuanwang Zhang, Miao Yu, Yidong Wang, Xiaojun Jia, Kun Wang, Qingsong Wen, XiaoFeng Wang, Wei Dong | Published: 2025-12-01
Poisoning attack on RAG
Cybersecurity
Data Contamination Detection
2025.12.01 2025.12.03
Literature Database

Detecting Benchmark Contamination Through Watermarking

Authors: Tom Sander, Pierre Fernandez, Saeed Mahloujifar, Alain Durmus, Chuan Guo | Published: 2025-02-24 | Updated: 2025-07-21
Watermarking
Data Contamination Detection
Performance Evaluation
2025.02.24 2025.07.23
Literature Database

Enhancing Prompt Injection Attacks to LLMs via Poisoning Alignment

Authors: Zedian Shao, Hongbin Liu, Jaden Mu, Neil Zhenqiang Gong | Published: 2024-10-18 | Updated: 2025-09-15
Indirect Prompt Injection
Data Contamination Detection
Backdoor Attack Techniques
2024.10.18 2025.09.17
Literature Database

Evading Data Contamination Detection for Language Models is (too) Easy

Authors: Jasper Dekoninck, Mark Niklas Müller, Maximilian Baader, Marc Fischer, Martin Vechev | Published: 2024-02-05 | Updated: 2024-02-12
Data Obfuscation
Data Contamination Detection
Classification of Malicious Actors
2024.02.05 2025.05.27
Literature Database

Time Travel in LLMs: Tracing Data Contamination in Large Language Models

Authors: Shahriar Golchin, Mihai Surdeanu | Published: 2023-08-16 | Updated: 2024-02-21
Data Contamination Detection
Prompt Injection
Natural Language Processing
2023.08.16 2025.05.28
Literature Database

On Practical Aspects of Aggregation Defenses against Data Poisoning Attacks

Authors: Wenxiao Wang, Soheil Feizi | Published: 2023-06-28
Data Origins and Evolution
Data Contamination Detection
Backdoor Attack
2023.06.28 2025.05.28
Literature Database

Protecting Federated Learning from Extreme Model Poisoning Attacks via Multidimensional Time Series Anomaly Detection

Authors: Edoardo Gabrielli, Dimitri Belli, Zoe Matrullo, Vittorio Miori, Gabriele Tolomei | Published: 2023-03-29 | Updated: 2024-12-02
Data Contamination Detection
Poisoning
Convergence Property
2023.03.29 2025.05.28
Literature Database

Exploring the Limits of Model-Targeted Indiscriminate Data Poisoning Attacks

Authors: Yiwei Lu, Gautam Kamath, Yaoliang Yu | Published: 2023-03-07 | Updated: 2023-06-06
Data Contamination Detection
Poisoning
Poisoning Attack
2023.03.07 2025.05.28
Literature Database

Performance Weighting for Robust Federated Learning Against Corrupted Sources

Authors: Dimitris Stripelis, Marcin Abram, Jose Luis Ambite | Published: 2022-05-02
Data Contamination Detection
Poisoning
Federated Learning
2022.05.02 2025.05.28
Literature Database
Next page