Official repository of "Localizing Task Information for Improved Model Merging and Compression" [ICML 2024]
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Dec 22, 2025 - Python
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task-arithmetic
Here are 10 public repositories matching this topic...
[NeurIPS'24] Official PyTorch implementation for paper "Knowledge Composition using Task Vectors with Learned Anisotropic Scaling"
peft few-shot-learning pytorch-implementation test-time-adaptation parameter-efficient-fine-tuning task-arithmetic neurips-2024
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Feb 24, 2025 - Python
SyMerge: From Non-Interference to Synergistic Merging via Single-Layer Adaptation
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Jul 6, 2026 - Python
Official repository of "Task Vector Quantization for Memory-Efficient Model Merging" [ICCV 2025]
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Aug 21, 2025 - Python
SurgeryV2: Bridging the Gap Between Model Merging and Multi-Task Learning with Deep Representation Surgery. Arxiv, 2024.
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Oct 21, 2024 - Python
Official repository of our work "Efficient Model Editing with Task-Localized Sparse Fine-tuning" accepted at ICLR 2025
deep-learning transformer pruning peft neural-network-pruning llms model-merging parameter-efficient-fine-tuning task-arithmetic sparse-fine-tuning
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Mar 21, 2025 - Python
Official version of the PyTorch implementation of MonoSoup method for model merging.
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Feb 5, 2026 - Python
A comprehensive evaluation of Machine Unlearning via Task Arithmetic on CNN architectures (ResNet-18, VGG-11, MobileNetV2). Includes SOTA metrics like ZRF, MIA, and the novel Anamnesis Index (AIN) for Rebound Effect analysis.
deep-learning pytorch neural-networks cifar10 ai-safety machine-unlearning privacy-preserving-ml task-arithmetic
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May 29, 2026 - Python
Multi-Task Learning via Model Merging for Toxicity and Spam Detection. Explores Task Arithmetic and TIES-Merging on DistilBERT, evaluated against a BART-Large Zero-Shot baseline.
nlp machine-learning deep-learning text-classification pytorch multi-task-learning huggingface model-merging task-arithmetic ties-merging
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May 21, 2026 - Python
Code and measurements for when rank-one knowledge edits merge. Numerical archive on Zenodo.
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Aug 28, 2026 - Python
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