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YuLexuan30
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Our lab recently released a paper where we introduce ShadowPEFT, a new Parameter-Efficient Fine-Tuning (PEFT) paradigm tailored for edge computing scenarios. Unlike traditional approaches such as LoRA and its variants, which inject trainable parameters directly into the weights of Transformer, requiring tight coupling with the backbone. ShadowPEFT instead enhances the frozen large base model by adding a lightweight, centralized, pretrainable, and detachable Shadow network. This shadow network operates in parallel with the base model, delivering learned corrections to each decoder layer. Because the shadow module is architecturally decoupled from the backbone, it can be independently trained, stored, and deployed, benefiting edge computing scenarios and edge-cloud collaboration computing. - HF Paper: https://huggingface.co/papers/2604.19254 - GitHub: https://github.com/ShadowLLM/shadow-peft - HF Collection: https://huggingface.co/collections/shadow-llm/shadow-peft-models
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Open Source just got a lot bigger. 🚀 SKT-SURYA-H (2.544T) is officially out! ✅ Heterogeneous MoE ✅ 131K Context ✅ 3.76TB Weights (898 shards) Massive respect to the team for keeping it open for the community! 🤝🇮🇳 Link: https://huggingface.co/sKT-Ai-Labs/SKT-SURYA-H #OpenSource #MachineLearning #AITools #Bharat
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ForgeCaptions is a flexible captioning and dataset-prep tool
models
12
Sort: Recently updated
YuLexuan30/yuxuanchroma-lora
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Nov 16, 2025
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YuLexuan30/tangbohuchroma-lora
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Oct 19, 2025
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YuLexuan30/chromaloonerv3-lora
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Oct 12, 2025
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YuLexuan30/desired_lora_FK_Crafty_Estate2088
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Jul 5, 2025
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13
YuLexuan30/Meng_Zhang_Lora_MenWithSwords
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May 3, 2025
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YuLexuan30/Yu_Lexuan_Archer
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Apr 30, 2025
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YuLexuan30/Yu_Lexuan_Flux_0.1
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Apr 25, 2025
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YuLexuan30/Feng_Long_Flux
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Apr 12, 2025
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YuLexuan30/Looner_Concept_Lora_SDXL_Experimental_Rank_2
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Apr 10, 2025
YuLexuan30/Yu_Lexuan
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Mar 19, 2025
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View 12 models
datasets
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Sort: Recently updated
YuLexuan30/yuxuanchroma-dataset
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Nov 16, 2025
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36
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6
YuLexuan30/heartballoonwanbig-dataset
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Nov 8, 2025
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79
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61
YuLexuan30/wanheartballoonv5-dataset
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Nov 8, 2025
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31
YuLexuan30/vadimshatilovchromav1-dataset
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Oct 30, 2025
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16
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25
YuLexuan30/tangbohuchroma-dataset
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Oct 19, 2025
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37
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28
YuLexuan30/loonerchromagemini-dataset
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Oct 16, 2025
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189
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YuLexuan30/looner190v2
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Oct 12, 2025
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189
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YuLexuan30/wanbtp81f-dataset
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Oct 11, 2025
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16
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YuLexuan30/yokokuramachromav1-dataset
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Oct 8, 2025
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19
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YuLexuan30/marquis_v1-dataset
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Oct 6, 2025
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10
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View 24 datasets