Research

@misc{ren2026openjevjudgmentscallscreenbenchcalibrated,
  title         = {{Open-Jev Judgments on CallScreenBench: Calibrated One-Pass Scam Screening with a Small Language Model}},
  author        = {Simiao Ren and Kidus Zewde and Xingyu Shen and Yuchen Zhou and Dennis Ng and Ankit Raj and Tommy Duong and Yuxin Zhang and Neo Tiangratanakul},
  year          = {2026},
  howpublished  = {arXiv:2609.23959},
  eprint        = {2609.23959},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CL},
  url           = {https://arxiv.org/abs/2609.23959},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-open-jev-callscreenbench}}
}

@misc{scamai-open-jev-callscreenbench,
  author       = {{Scam AI}},
  title        = {{Open-Jev CallScreenBench judgments: Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-open-jev-callscreenbench}},
  note         = {Dataset information and access via Scam AI}
}

@misc{ren2026agentseditdocumentsmeasuring,
  title         = {{Agents That Edit Documents: Measuring Agentic PDF Forgery Against a Non-Agentic Control}},
  author        = {Simiao Ren and Ankit Raj and Tommy Duong and Yuxin Zhang and Dennis Ng and Xingyu Shen and Kidus Zewde and Yuchen Zhou and Neo Tiangratanakul},
  year          = {2026},
  howpublished  = {arXiv:2609.23953},
  eprint        = {2609.23953},
  archivePrefix = {arXiv},
  primaryClass  = {cs.AI},
  url           = {https://arxiv.org/abs/2609.23953},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-agentforge-bench}}
}

@misc{scamai-agentforge-bench,
  author       = {{Scam AI}},
  title        = {{AgentForge-Bench: Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-agentforge-bench}},
  note         = {Dataset information and access via Scam AI}
}

@misc{ng2026chatgptimages25wild,
  title         = {{ChatGPT Images 2.5 in the Wild: A Launch-Period Dataset and Detector Evaluation}},
  author        = {Dennis Ng and Xingyu Shen and Ankit Raj and Kidus Zewde and Tommy Duong and Yuchen Zhou and Yuxin Zhang and Neo Tiangratanakul and Simiao Ren},
  year          = {2026},
  howpublished  = {arXiv:2609.15100},
  eprint        = {2609.15100},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CV},
  url           = {https://arxiv.org/abs/2609.15100},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-chatgpt-images-2-5-wild}}
}

@misc{scamai-chatgpt-images-2-5-wild,
  author       = {{Scam AI}},
  title        = {{ChatGPT Images 2.5 in the Wild: Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-chatgpt-images-2-5-wild}},
  note         = {Dataset information and access via Scam AI}
}

@misc{raj2026chatgptimages25forgery,
  title         = {{ChatGPT Images 2.5 on Forgery Tasks: Testing Advertised Improvements Against Known Answers}},
  author        = {Ankit Raj and Yuxin Zhang and Kidus Zewde and Tommy Duong and Jiaqi Gan and Xingyu Shen and Yuchen Zhou and Huaiyu Guo and Siyu Zhang and Simiao Ren},
  year          = {2026},
  howpublished  = {arXiv:2609.13617},
  eprint        = {2609.13617},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CV},
  url           = {https://arxiv.org/abs/2609.13617},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-aiforge-doc-v3}}
}

@misc{scamai-aiforge-doc-v3,
  author       = {{Scam AI}},
  title        = {{AIForge-Doc v3: Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-aiforge-doc-v3}},
  note         = {Dataset information and access via Scam AI}
}

@misc{shen2026machinescallingmeasuringautomated,
  title         = {{The Machines Are Calling: Measuring Automated and Synthetic Voices in Unwanted Inbound Calls}},
  author        = {Xingyu Shen and Tommy Duong and Muduo Xu and Xiaodong An and Jiaqi Gan and Haoyuan Tang and Jamey Z. Liang and Siyu Zhang and Yan Zhang and Ethan Traister and Simiao Ren},
  year          = {2026},
  howpublished  = {arXiv:2609.11137},
  eprint        = {2609.11137},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CR},
  url           = {https://arxiv.org/abs/2609.11137},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-machines-are-calling}}
}

@misc{scamai-machines-are-calling,
  author       = {{Scam AI}},
  title        = {{The Machines Are Calling dataset: Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-machines-are-calling}},
  note         = {Dataset information and access via Scam AI}
}

@misc{traister2026anatomyscamcall10000,
  title         = {{Anatomy of a Scam Call: What 10,000 real scam and spam calls reveal about how phone scammers operate}},
  author        = {Ethan Traister and Ankit Raj and Jiaqi Gan and Xingyu Shen and Tyler Wu and Yuchen Zhou and Tommy Duong and Kidus Zewde and Siying Chen and Simiao Ren},
  year          = {2026},
  howpublished  = {arXiv:2608.24127},
  eprint        = {2608.24127},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CR},
  url           = {https://arxiv.org/abs/2608.24127},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-scam-calls-en}}
}

@misc{scamai-scam-calls-en,
  author       = {{Scam AI}},
  title        = {{Real scam \& spam call dataset (English): Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-scam-calls-en}},
  note         = {Dataset information and access via Scam AI}
}

@misc{wu2026forgerjudgegptimage2recognize,
  title         = {{When the Forger Is the Judge: GPT-Image-2 Cannot Recognize Its Own Faked Documents}},
  author        = {Jiaqi Wu and Yuchen Zhou and Dennis Tsang Ng and Xingyu Shen and Kidus Zewde and Ankit Raj and Tommy Duong and Simiao Ren},
  year          = {2026},
  howpublished  = {arXiv:2604.25213},
  eprint        = {2604.25213},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CV},
  url           = {https://arxiv.org/abs/2604.25213},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-aiforge-doc-v2}}
}

@misc{scamai-aiforge-doc-v2,
  author       = {{Scam AI}},
  title        = {{AIForge-Doc v2.0 (GPT-Image-2 document forgeries): Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-aiforge-doc-v2}},
  note         = {Dataset information and access via Scam AI}
}

@misc{zewde2026gptimage2wildtwitterdataset,
  title         = {{GPT-Image-2 in the Wild: A Twitter Dataset of Self-Reported AI-Generated Images from the First Week of Deployment}},
  author        = {Kidus Zewde and Simiao Ren and Xingyu Shen and Jiaqi Wu and Yuchen Zhou and Tommy Duong and Zikang Zhang and Ethan Traister and Kewen Xie},
  year          = {2026},
  howpublished  = {arXiv:2604.25370},
  eprint        = {2604.25370},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CV},
  url           = {https://arxiv.org/abs/2604.25370},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-gpt-image-2-twitter}}
}

@misc{scamai-gpt-image-2-twitter,
  author       = {{Scam AI}},
  title        = {{GPT-Image-2 Twitter Dataset: Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-gpt-image-2-twitter}},
  note         = {Dataset information and access via Scam AI}
}

@misc{zewde2026syntheticeyemovementdataset,
  title         = {{A Synthetic Eye Movement Dataset for Script Reading Detection: Real Trajectory Replay on a 3D Simulator}},
  author        = {Kidus Zewde and Yuchen Zhou and Dennis Ng and Neo Tiangratanakul and Tommy Duong and Ankit Raj and Yuxin Zhang and Xingyu Shen and Simiao Ren},
  year          = {2026},
  howpublished  = {arXiv:2604.05475},
  eprint        = {2604.05475},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CV},
  url           = {https://arxiv.org/abs/2604.05475},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-synthetic-gaze}}
}

@misc{scamai-synthetic-gaze,
  author       = {{Scam AI}},
  title        = {{Simulated gaze estimation for reading dataset: Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-synthetic-gaze}},
  note         = {Dataset information and access via Scam AI}
}

@misc{zhang2026gpt4oreceiptdatasethumanstudy,
  title         = {{GPT4o-Receipt: A Dataset and Human Study for AI-Generated Document Forensics}},
  author        = {Yan Zhang and Simiao Ren and Ankit Raj and En Wei and Dennis Ng and Alex Shen and Jiayu Xue and Yuxin Zhang and Evelyn Marotta},
  year          = {2026},
  howpublished  = {arXiv:2603.11442},
  eprint        = {2603.11442},
  archivePrefix = {arXiv},
  primaryClass  = {cs.AI},
  url           = {https://arxiv.org/abs/2603.11442},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-gpt4o-receipt}}
}

@misc{scamai-gpt4o-receipt,
  author       = {{Scam AI}},
  title        = {{Fully-synthetic AI-generated receipt (GPT-4o-receipt): Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-gpt4o-receipt}},
  note         = {Dataset information and access via Scam AI}
}

@misc{wu2026aiforgedocbenchmarkdetectingaiforged,
  title         = {{AIForge-Doc: A Benchmark for Detecting AI-Forged Tampering in Financial and Form Documents}},
  author        = {Jiaqi Wu and Yuchen Zhou and Muduo Xu and Zisheng Liang and Simiao Ren and Jiayu Xue and Meige Yang and Siying Chen and Jingheng Huan},
  year          = {2026},
  howpublished  = {arXiv:2602.20569},
  eprint        = {2602.20569},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CV},
  url           = {https://arxiv.org/abs/2602.20569},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-aiforge-doc}}
}

@misc{scamai-aiforge-doc,
  author       = {{Scam AI}},
  title        = {{AI-edit document forgery dataset (AIForge-Doc): Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-aiforge-doc}},
  note         = {Dataset information and access via Scam AI}
}

@misc{shen2026teenagerfoolaievaluating,
  title         = {{Can a Teenager Fool an AI? Evaluating Low-Cost Cosmetic Attacks on Age Estimation Systems}},
  author        = {Xingyu Shen and Tommy Duong and Xiaodong An and Zengqi Zhao and Zebang Hu and Haoyu Hu and Ziyou Wang and Finn Guo and Simiao Ren},
  year          = {2026},
  howpublished  = {arXiv:2602.19539},
  eprint        = {2602.19539},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CV},
  url           = {https://arxiv.org/abs/2602.19539},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-age-adversarial}}
}

@misc{scamai-age-adversarial,
  author       = {{Scam AI}},
  title        = {{Adversarial age estimation attack dataset: Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-age-adversarial}},
  note         = {Dataset information and access via Scam AI}
}

@misc{ren2025deepfakedetectorsworkreality,
  title         = {{Do Deepfake Detectors Work in Reality?}},
  author        = {Simiao Ren and Hengwei Xu and Tsang Ng and Kidus Zewde and Shengkai Jiang and Ramini Desai and Disha Patil and Ning-Yau Cheng and Yining Zhou and Ragavi Muthukrishnan},
  year          = {2025},
  howpublished  = {arXiv:2502.10920},
  eprint        = {2502.10920},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CV},
  url           = {https://arxiv.org/abs/2502.10920},
  note          = {Dataset page (Scam AI): \url{https://scam.ai/research\#dataset-rwfs}}
}

@misc{scamai-rwfs,
  author       = {{Scam AI}},
  title        = {{Real-World Faceswap Dataset (RWFS): Dataset Access Page}},
  year         = {n.d.},
  howpublished = {\url{https://scam.ai/research\#dataset-rwfs}},
  note         = {Dataset information and access via Scam AI}
}