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Add torch.nn.Conv2d support in AdaLoRA

Status: Open.

#3193 In huggingface/peft;

· PARRYH0TTEr opened on Apr 24, 2026

Proposal: add BEFT as a new PEFT method

Status: Open.

#3186 In huggingface/peft;

· whubaichuan opened on Apr 23, 2026

Proposal: support ShadowPEFT method in PEFT

Status: Open.

#3184 In huggingface/peft;

· SeanLee97 opened on Apr 22, 2026

RFC: Improve code to resolve LoRA variants

Status: Open.

#3182 In huggingface/peft;

· BenjaminBossan opened on Apr 21, 2026

LoRA + BnB INT8 + CPU offload: output tensor on wrong device in tuners/lora/bnb.py

Status: Open.

#3169 In huggingface/peft;

· sirfyyn opened on Apr 16, 2026

Proposal: add MiCA (Minor Component Adaptation) as a PEFT method

Status: Open.

#3142 In huggingface/peft;

· sr-networks opened on Apr 9, 2026

Add support for Gemma4ClippableLinear (Gemma 4 QLoRA fails)

Status: Open.

#3129 In huggingface/peft;

· dentity007 opened on Apr 2, 2026

Nemotron-3-Nano NemotronHTopkRouter

Status: Open.

#3123 In huggingface/peft;

· lucian-student opened on Mar 30, 2026

GraLoRA merge_and_unload with modules_to_save error

Status: Open.

#3114 In huggingface/peft;

· JBurtn opened on Mar 22, 2026

Combining adapters linearly with negative weights is broken

Status: Open.

#3004 In huggingface/peft;

· orr-hirundo opened on Jan 21, 2026

Return base model state_dict with original keys

wip

Status: Open.

#2945 In huggingface/peft;

· dvmazur opened on Dec 9, 2025

enusre_weight_tying = True does not respect the model config tie_word_embeddings flag

Status: Open.

#2944 In huggingface/peft;

· romitjain opened on Dec 9, 2025