Platonic Task Arithmetic
cs.LG, cs.CV, stat.ML
Submitted: 2026-10-01
Updated: 2026-10-02
Code: https://github.com/jhpark-ai/Platonic-Task-Arithmetic
Terminology
Sources
- Task Arithmetic with LoRA for Continual Learning
- Transport and Merge: Cross-Architecture Merging for Large Language Models
- LoRA-X: Bridging Foundation Models with Training-Free Cross-Model Adaptation
- Distilling the Knowledge in a Neural Network
- LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition
- The Platonic Representation Hypothesis
- Editing Models with Task Arithmetic
- Relative representations enable zero-shot latent space communication
- Transporting Task Vectors across Different Architectures without Training
- EVA-CLIP: Improved Training Techniques for CLIP at Scale
- Contrastive Representation Distillation
- Understanding the Emergence of Multimodal Representation Alignment
- SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features
- Cross-LoRA: A Data-Free LoRA Transfer Framework across Heterogeneous LLMs
- Demystifying CLIP Data
- AdaMerging: Adaptive Model Merging for Multi-Task Learning
- On the Emergence of Cross-Task Linearity in the Pretraining-Finetuning Paradigm
- Proof of a perfect platonic representation hypothesis
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