conftrace_

model reuse

26 papers

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Co-occurring keywords

transfer learning (5449) knowledge distillation (3725) learnware paradigm (5) domain adaptation (4595) model specification (4) reduced kernel mean embedding (3) pretrained model (292) knowledge transfer (648) model compression (3302) pre-trained model (412)

Papers

Building LLMs Like LEGO: Two-dimensional Architecture Reassembly of Large Language Models ACL 2026
Deep Model Reuse: Paving the Way for Efficient and Generalizable AI Systems AAAI 2026
Tabular Learnwares Can Be Repurposed for Seemingly Irrelevant New Tasks AAAI 2026
A Unifying Perspective on Model Reuse: From Small to Large Pre-Trained Models IJCAI 2025
Learnware Specification via Label-Aware Neural Embedding AAAI 2025
Identifying and Reusing Learnwares Across Different Label Spaces IJCAI 2025
RESQUE: Quantifying Estimator to Task and Distribution Shift for Sustainable Model Reusability AAAI 2025
On the Ability of Developers' Training Data Preservation of Learnware NIPS 2024
Model LEGO: Creating Models Like Disassembling and Assembling Building Blocks NIPS 2024
Where to start? Analyzing the potential value of intermediate models EMNLP 2023
Reusing Pretrained Models by Multi-linear Operators for Efficient Training NIPS 2023
Identifying Useful Learnwares for Heterogeneous Label Spaces ICML 2023
Handling Learnwares Developed from Heterogeneous Feature Spaces without Auxiliary Data IJCAI 2023
Improving Heterogeneous Model Reuse by Density Estimation IJCAI 2023
bert2BERT: Towards Reusable Pretrained Language Models ACL 2022
Towards Reusable Network Components by Learning Compatible Representations AAAI 2021
Towards Robust Model Reuse in the Presence of Latent Domains IJCAI 2021
Towards Enabling Learnware to Handle Unseen Jobs AAAI 2021
Differentially Private Learning with Small Public Data AAAI 2020
Boosting-Based Reliable Model Reuse ACML 2020
Mix and Match: An Optimistic Tree-Search Approach for Learning Models from Mixture Distributions NIPS 2020
Grading Uncompilable Programs AAAI 2019
Rapid Performance Gain through Active Model Reuse IJCAI 2019
Amalgamating Knowledge towards Comprehensive Classification AAAI 2019
Bag of Experts Architectures for Model Reuse in Conversational Language Understanding NAACL 2018