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[Proposal] Add Echo-LoRA: cross-layer representation injection for PEFT

Status: Open.

#3424 In huggingface/peft;

· isha822 opened on Jul 11, 2026

[BUG] prepare_model_for_compiled_hotswap fails for grouped Conv2d LoRA adapters

Status: Open.

#3416 In huggingface/peft;

· eSVeeF opened on Jul 9, 2026

get_peft_model on a lazily-materialized model leaves third-party hooks and optimizers holding stale parameter references — warn at wrap time?

Status: Open.

#3409 In huggingface/peft;

· immu4989 opened on Jul 9, 2026

Add EWoRA to PEFT

Status: Open.

#3400 In huggingface/peft;

· HarshKohli opened on Jul 7, 2026

Track git dirty state in method_comparison benchmark results

Status: Open.

#3384 In huggingface/peft;

· peft-jambot opened on Jul 2, 2026

Reviving #1807: Riemannian Preconditioned LoRA — coordination before drafting a PR

Status: Open.

#3380 In huggingface/peft;

· smellslikeml opened on Jul 1, 2026

[Bug] AdaLora's update_and_allocate method is lost in inject_adapter_in_model() preventing rank pruning

Status: Open.

#3373 In huggingface/peft;

· MateoRivera opened on Jun 30, 2026

Per-Layer Embedding (Google) ~ Engram (Deep Seek/Meituan) ~ OverEncoding (Meituan) ~ Sparse update rule/Optimization state is massive.

Status: Open.

#3371 In huggingface/peft;

· CoffeeVampir3 opened on Jun 30, 2026

Proposal: Benchmarking on different PEFT techniques

Status: Open.

#3363 In huggingface/peft;

· jeet-Abhi123 opened on Jun 27, 2026

LoraConfig(bias="lora_only") trains base_layer.bias but save_pretrained/get_peft_model_state_dict drops it

Status: Open.

#3306 In huggingface/peft;

· hlc1209 opened on Jun 7, 2026

API check: PEFT LoRA merge in an external regression example

Status: Open.

#3305 In huggingface/peft;

· MLPulse opened on Jun 5, 2026

Proposal: add FineGates structured-sparsity PEFT method

Status: Open.

#3292 In huggingface/peft;

· Ofirlin opened on May 30, 2026