% Key papers for Data and hallucination detection (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2024_bad_5266, title = {{Bad Actor, Good Advisor: Exploring the Role of Large Language Models in Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30214}, } @inproceedings{aaai2023_a_3000, title = {{A Holistic Approach to Undesired Content Detection in the Real World}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26752}, } @inproceedings{aaai2022_towards_2858, title = {{Towards Fine-Grained Reasoning for Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/05746-towards-fine-grained-reasoning-for-fake-news-detection/}, } @inproceedings{iclr2024_can_34787, title = {{Can LLM-Generated Misinformation Be Detected?}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18287}, } @inproceedings{aaai2024_llm_6403, title = {{LLM vs Small Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29782}, } @inproceedings{neurips2024_haloscope_73832, title = {{HaloScope: Harnessing Unlabeled LLM Generations for Hallucination Detection}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93676}, } @inproceedings{aaai2025_dabl_8583, title = {{DABL: Detecting Semantic Anomalies in Business Processes Using Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33277}, } @inproceedings{aaai2025_is_9605, title = {{Is LLMs Hallucination Usable? LLM-based Negative Reasoning for Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32089}, } @inproceedings{iclr2024_detecting_35692, title = {{Detecting Pretraining Data from Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17381}, } @inproceedings{aaai2025_srdc_10631, title = {{SRDC: Semantics-based Ransomware Detection and Classification with LLM-assisted Pre-training}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35080}, } @inproceedings{aaai2025_collaborative_8453, title = {{Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32109}, } @inproceedings{aaai2020_detecting_102959, title = {{Detecting Asks in Social Engineering Attacks: Impact of Linguistic and Structural Knowledge}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6269}, } @inproceedings{neurips2024_truth_70210, title = {{Truth is Universal: Robust Detection of Lies in LLMs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96876}, } @inproceedings{aaai2025_combating_8461, title = {{Combating Phone Scams with LLM-based Detection: Where Do We Stand? (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35298}, } @inproceedings{aaai2025_mia_9850, title = {{MIA-Tuner: Adapting Large Language Models as Pre-training Text Detector}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34939}, } @inproceedings{aaai2020_trendnert_103062, title = {{TRENDNERT: A Benchmark for Trend and Downtrend Detection in a Scientific Domain}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6372}, } @inproceedings{aaai2023_in_3896, title = {{In-Game Toxic Language Detection: Shared Task and Attention Residuals (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26979}, } @inproceedings{aaai2025_scamnet_10691, title = {{ScamNet: Toward Explainable Large Language Model-Based Fraudulent Shopping Website Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35000}, } @inproceedings{neurips2025_truth_79274, title = {{Truth over Tricks: Measuring and Mitigating Shortcut Learning in Misinformation Detection}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=ngxGNQE1M2}, } @inproceedings{iclr2025_the_84009, title = {{The Power of LLM-Generated Synthetic Data for Stance Detection in Online Political Discussions}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/27816}, } @inproceedings{aaai2026_factguard_99877, title = {{FACTGUARD: Event-Centric and Commonsense-Guided Fake News Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/36998}, } @inproceedings{aaai2026_uncovering_99917, title = {{Uncovering Pretraining Code in LLMs: A Syntax-Aware Attribution Approach}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37038}, } @inproceedings{aaai2026_phpfnd_99929, title = {{PHPFND: Detecting Fake News via Post-Hoc Processing of LLMs Hallucination}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/37050}, } @inproceedings{aaai2025_entity_8999, title = {{Entity Only vs. Inline Approaches: Evaluating LLMs for Adverse Drug Event Detection in Clinical Text (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35291}, } @inproceedings{aaai2025_leveraging_9785, title = {{Leveraging the Dual Capabilities of LLM: LLM-Enhanced Text Mapping Model for Personality Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34517}, }