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Duplicate from ai-forever/FiMMIA-Video
Browse filesCo-authored-by: ai-forever <ai-forever@users.noreply.huggingface.co>
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- README.md +22 -0
- model.safetensors +3 -0
- sigmas.json +1 -0
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README.md
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---
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license: mit
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language:
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- en
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- ru
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tags:
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- data-leakage
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- distribution shift
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- multimodal
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- membership inference attack
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---
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# FiMMIA: scaling semantic perturbation-based membership inference across modalities
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This repository contains an implementation of **F**i**MMIA** - a modular **F**ramework for **M**ultimodal **M**embership **I**nference **A**ttacks (FiMMIA)
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## Description
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The system is the first collection of models and pipelines for membership inference attacks against multimodal large language models, built initially with a priority for the Russian language, and extendable to any other language or dataset.
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Pipeline supports different modalities: **Video**, Audio and Image. In our experiments, we focus on [MERA datasets](https://github.com/MERA-Evaluation/MERA), however, the model can be used to other languages.
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We support models for **Video** (this), [Image](https://huggingface.co/ai-forever/FiMMIA-Image) and [Audio](https://huggingface.co/ai-forever/FiMMIA-Audio) modalities.
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Training and inference code can be obtained [here](https://github.com/ai-forever/data_leakage_detect).
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2b4a430fd4ab0c004b3031c3816b85c90808fe02b646f6c19214fa358daacb32
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size 40562464
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sigmas.json
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{"ruHHH-Video_Qwen2.5-VL-3B-Instruct": {"mean": -0.09843602534990105, "std": 0.2069565781774879}, "CommonVideoQA_Qwen2.5-VL-3B-Instruct": {"mean": 0.009537732455924316, "std": 0.15681258803478634}, "RealVideoQA_Qwen2.5-VL-3B-Instruct": {"mean": -0.05630002666418224, "std": 0.20136335094656027}, "ruHHH-Video_Qwen2.5-VL-7B-Instruct": {"mean": -0.13990224538014884, "std": 0.21727828640735594}, "CommonVideoQA_Qwen2.5-VL-7B-Instruct": {"mean": -0.1832180926517355, "std": 0.265920142721381}, "RealVideoQA_Qwen2.5-VL-7B-Instruct": {"mean": -0.17230708691985333, "std": 0.2674634915101069}, "ruHHH-Video_LLaVA-NeXT-Video-7B-hf": {"mean": 1.1392326339277818, "std": 0.6870219735441873}, "CommonVideoQA_LLaVA-NeXT-Video-7B-hf": {"mean": 1.1727398112089336, "std": 0.6357065728666026}, "RealVideoQA_LLaVA-NeXT-Video-7B-hf": {"mean": 1.1784212428367942, "std": 0.6513109389077784}, "ruHHH-Video_LLaVA-NeXT-Video-7B-DPO-hf": {"mean": 1.1368909902922453, "std": 0.6780120522105653}, "CommonVideoQA_LLaVA-NeXT-Video-7B-DPO-hf": {"mean": 1.1527764159483844, "std": 0.5991938726807061}, "RealVideoQA_LLaVA-NeXT-Video-7B-DPO-hf": {"mean": 1.1699209121316279, "std": 0.635722887739348}}
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