Model Merging

Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewards NeurIPS 2023 Selective experience replay compression using coresets for lifelong deep reinforcement learning in medical imaging MIDL 2023 Stitchable Neural Networks CVPR 2023 Tangent Model Composition for Ensembling and Continual Fine-tuning ICCV 2023 Task-Optimized Adapters for an End-to-End Task-Oriented Dialogue System ACL 2023 TIES-Merging: Resolving Interference When Merging Models NeurIPS 2023 Train 'n Trade: Foundations of Parameter Markets NeurIPS 2023 Train-Once-for-All Personalization CVPR 2023 YANMTT: Yet Another Neural Machine Translation Toolkit ACL 2023 A Scalable Model Specialization Framework for Training and Inference using Submodels and its Application to Speech Model Personalization Interspeech 2022 A Tree-Structured Multi-Task Model Recommender AutoML 2022 A Unified System for Voice Cloning and Voice Conversion through Diffusion Probabilistic Modeling Interspeech 2022 DataScience-Polimi at SemEval-2022 Task 8: Stacking Language Models to Predict News Article Similarity SemEval 2022 Deep Model Reassembly NeurIPS 2022 Deep Neural Network Fusion via Graph Matching with Applications to Model Ensemble and Federated Learning ICML 2022 DivBO: Diversity-aware CASH for Ensemble Learning NeurIPS 2022 Diverse Weight Averaging for Out-of-Distribution Generalization NeurIPS 2022 DyTox: Transformers for Continual Learning With DYnamic TOken eXpansion CVPR 2022 Early-Bird GCNs: Graph-Network Co-optimization towards More Efficient GCN Training and Inference via Drawing Early-Bird Lottery Tickets AAAI 2022 Ensemble Multi-Relational Graph Neural Networks IJCAI 2022 Exploring the Whole Rashomon Set of Sparse Decision Trees NeurIPS 2022 From Dense to Sparse: Contrastive Pruning for Better Pre-trained Language Model Compression AAAI 2022 From Mimicking to Integrating: Knowledge Integration for Pre-Trained Language Models EMNLP 2022 Grafting Pre-trained Models for Multimodal Headline Generation EMNLP 2022 How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity ICML 2022