FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing | Paper Citation Record

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Journal of Foo , volume = 13, number = 1, pages =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Journal of Foo , volume = 14, number = 1, pages =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Unresolved cited work

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing International Joint Conference on Biometrics (IJCB) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing BIOSIG , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the 38th International Conference on Machine Learning (ICML) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing European Conference on Computer Vision (ECCV) , year =

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This paper cites TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing.

FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Advances in Neural Information Processing Systems (NeurIPS) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Advances in Neural Information Processing Systems (NeurIPS) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Direct Preference Optimization: Your Language Model is Secretly a Reward Model

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proximal Policy Optimization Algorithms

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing arXiv preprint arXiv:2504.18458 , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing arXiv preprint arXiv:2505.14460 , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Qwen2.5-VL Technical Report

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing arXiv preprint arXiv:2505.09415 , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Efficient Multimodal Learning from Data-centric Perspective

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Lenna: Language Enhanced Reasoning Detection Assistant

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing IEEE International Conference on Image Processing (ICIP) , pages =

Reference 60

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing International Joint Conference on Biometrics (IJCB) , pages =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing International Conference on Biometrics (ICB) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , pages =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =

Reference 64

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing IEEE Transactions on Information Forensics and Security , volume =

Reference 65

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) , year =

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Multi-domain Learning for Updating Face Anti-spoofing Models

Reference 67

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Observation d8662a79-738f-4f4b-bb32-73f7b0c41785 · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , year =

Reference 70

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Observation 6a40d64b-2108-472b-90bb-5ae53ac161dd · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models

Reference 71

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Observation 80a8e135-9b0f-4999-8a50-cba8b46db597 · outbound

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Reference 72

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Observation 8dbe79f0-b1b6-4d49-85fd-b2ef4e688c97 · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year =

Reference 73

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Observation d0c54c9e-5e73-4668-98be-0fb60d8f139c · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Gradient Alignment for Cross-Domain Face Anti-Spoofing

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:55.120824Z

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Observation c9ba3792-3f64-4edf-95af-28c8be33e2e9 · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the AAAI Conference on Artificial Intelligence , year =

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:55.123370Z

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Observation 091317fe-20e4-4b2e-b463-4d18fa3056da · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) , pages=

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:55.125952Z

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Observation 17a624a3-11ee-4900-b243-1ff1ed1efdab · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Reinforcement Learning with Augmented Data

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:55.128283Z

Source-reported events for the cited work

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Observation d5daafa2-350c-4c67-82cd-1898c9659c95 · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Proceedings of the IEEE/CVF International Conference on Computer Vision , pages =

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:55.130897Z

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Observation bf4ade21-626d-4c98-b4aa-ed3fae8a1ce8 · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing International Conference on Learning Representations , year =

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:55.133708Z

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Observation e3e030de-42a8-4dd6-9af3-3589c1e83731 · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing arXiv preprint arXiv:2602.21743 , year =

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:55.136564Z

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Observation 64129664-fe9b-4b92-a5b8-2627a3976f90 · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:55.139190Z

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Observation 32034564-b2e0-45cb-b911-ef534fa9445b · outbound

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FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing Group Sequence Policy Optimization

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:55.141616Z

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