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Task Arithmetic

A task vector specifies a direction in the weight space of a pre-trained model, such that movement in that direction improves performance on the task. We build task vectors by subtracting the weights of a pre-trained model from the weights of the same model after fine-tuning on a task. We show that these task vectors can be modified and combined together through arithmetic operations such as negation and addition, and the behavior of the resulting model is steered accordingly.

Papers

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Showing 26–50 of 61 papers

TitleStatusHype
Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarization—0
DuET: Dual Incremental Object Detection via Exemplar-Free Task Arithmetic—0
Layer-Aware Task Arithmetic: Disentangling Task-Specific and Instruction-Following Knowledge—0
Transferring Visual Explainability of Self-Explaining Models through Task Arithmetic—0
Disentangling Task Interference within Neurons: Model Merging in Alignment with Neuronal Mechanisms—0
CultureMERT: Continual Pre-Training for Cross-Cultural Music Representation Learning—0
Mediator: Memory-efficient LLM Merging with Less Parameter Conflicts and Uncertainty Based Routing—0
CAT Merging: A Training-Free Approach for Resolving Conflicts in Model Merging—0
MetaGPT: Merging Large Language Models Using Model Exclusive Task Arithmetic—0
MCU: Improving Machine Unlearning through Mode Connectivity—0
What Matters for Model Merging at Scale?—0
Bias Vector: Mitigating Biases in Language Models with Task Arithmetic Approach—0
Neural Networks Remember More: The Power of Parameter Isolation and Combination—0
When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach—0
On Fairness of Task Arithmetic: The Role of Task Vectors—0
On Giant's Shoulders: Effortless Weak to Strong by Dynamic Logits Fusion—0
OpenThaiGPT 1.6 and R1: Thai-Centric Open Source and Reasoning Large Language Models—0
Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics—0
Scalable Strategies for Continual Learning with Replay—0
Single-Input Multi-Output Model Merging: Leveraging Foundation Models for Dense Multi-Task Learning—0
Soup to go: mitigating forgetting during continual learning with model averaging—0
Subspace-Boosted Model Merging—0
Task Arithmetic can Mitigate Synthetic-to-Real Gap in Automatic Speech Recognition—0
Task Arithmetic for Language Expansion in Speech Translation—0
BADTV: Unveiling Backdoor Threats in Third-Party Task Vectors—0
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