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Model Merging

552 directly classified papers

Papers per year

Papers

Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization NIPS 2023
Composing Parameter-Efficient Modules with Arithmetic Operation NIPS 2023
Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewards NIPS 2023
Bayesian Federated Neural Matching That Completes Full Information AAAI 2023
TIES-Merging: Resolving Interference When Merging Models NIPS 2023
Efficient Low-rank Backpropagation for Vision Transformer Adaptation NIPS 2023
Adam-Smith at SemEval-2023 Task 4: Discovering Human Values in Arguments with Ensembles of Transformer-based Models SEMEVAL 2023
Exploiting Diversity of Automatic Transcripts from Distinct Speech Recognition Techniques for Children’s Speech INTERSPEECH 2023
Lossless 4-bit Quantization of Architecture Compressed Conformer ASR Systems on the 300-hr Switchboard Corpus INTERSPEECH 2023
From Perception to Programs: Regularize, Overparameterize, and Amortize ICML 2023
AdapterSoup: Weight Averaging to Improve Generalization of Pretrained Language Models EACL 2023
Bidirectional Learning for Offline Model-based Biological Sequence Design ICML 2023
Handling Learnwares Developed from Heterogeneous Feature Spaces without Auxiliary Data IJCAI 2023
Multi-Concept Customization of Text-to-Image Diffusion CVPR 2023
CO-Net: Learning Multiple Point Cloud Tasks at Once with A Cohesive Network ICCV 2023
PRANC: Pseudo RAndom Networks for Compacting Deep Models ICCV 2023
Tangent Model Composition for Ensembling and Continual Fine-tuning ICCV 2023
Merlion: End-to-End Machine Learning for Time Series JMLR 2023
Regularized Mask Tuning: Uncovering Hidden Knowledge in Pre-Trained Vision-Language Models ICCV 2023
LibMTL: A Python Library for Deep Multi-Task Learning JMLR 2023
YANMTT: Yet Another Neural Machine Translation Toolkit ACL 2023
Lottery Pools: Winning More by Interpolating Tickets without Increasing Training or Inference Cost AAAI 2023
Differentiable Model Selection for Ensemble Learning IJCAI 2023
Improving Prediction Backward-Compatiblility in NLP Model Upgrade with Gated Fusion EACL 2023
HINT: Hypernetwork Instruction Tuning for Efficient Zero- and Few-Shot Generalisation ACL 2023