VINAY-UMRETHE/refusal-detector-trackio-bucket-2
161 kB
Vinay Umrethe
VINAY-UMRETHE
AI & ML interests
Machine Learning, Multimodal LLMs, Data Engineering, Data Science
Recent Activity
updated a bucket about 10 hours ago
heretic-org/Heretic-Grimoire-Storage published a dataset about 21 hours ago
VINAY-UMRETHE/Mythos updated a dataset 1 day ago
VINAY-UMRETHE/MythosOrganizations
Posts 1
Post
314
Presenting SigMamba-V1
https://huggingface.co/collections/VINAY-UMRETHE/sigmamba-inventory
A unified architecture that couples SigLIP2 vision encoder with a trainable Mamba state space model for temporal reasoning with O(N) complexity.
Trained under the Multiple Instance Learning (MIL) paradigm with the Temporal Feature Magnitude (RTFM) loss, SigMamba achieves 89.82% frame-level AUC on the UCF-Crime benchmark while processing over 1000 frames per second on a single GPU.
Released two model variants VINAY-UMRETHE/SigMamba-V1-Large and VINAY-UMRETHE/SigMamba-V1-Small along with all training code and datasets under an open-source license.
GitHub: https://github.com/Vinay-Umrethe/SigMamba-V1
https://huggingface.co/collections/VINAY-UMRETHE/sigmamba-inventory
A unified architecture that couples SigLIP2 vision encoder with a trainable Mamba state space model for temporal reasoning with O(N) complexity.
Trained under the Multiple Instance Learning (MIL) paradigm with the Temporal Feature Magnitude (RTFM) loss, SigMamba achieves 89.82% frame-level AUC on the UCF-Crime benchmark while processing over 1000 frames per second on a single GPU.
Released two model variants VINAY-UMRETHE/SigMamba-V1-Large and VINAY-UMRETHE/SigMamba-V1-Small along with all training code and datasets under an open-source license.
GitHub: https://github.com/Vinay-Umrethe/SigMamba-V1
Articles 1
Article
6
Heretic Grimoire
datasets 10
VINAY-UMRETHE/Mythos
Viewer • Updated • 116 • 3
VINAY-UMRETHE/Physics-Chemistry-Mathematics-Pro
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VINAY-UMRETHE/Sonnet-Opus-4.5-4.6-Gemini-3.0-3.1-Pro-GPT-5-5.1-5.2-GLM-4.7-MiniMax-M2.1-DeepSeek-V3.2-High
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VINAY-UMRETHE/Mythos-Agent
Viewer • Updated • 65 • 20 • 2
VINAY-UMRETHE/My-Mesh-Dataset
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VINAY-UMRETHE/Dataset-SigMamba-V1-Large
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VINAY-UMRETHE/Dataset-SigMamba-V1-Small
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VINAY-UMRETHE/Emergence-Text-Image-Audio-3D
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VINAY-UMRETHE/License-Library
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VINAY-UMRETHE/Trio-Image-Audio-Text
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