SuperSAM: Crafting a SAM Supernetwork via Structured Pruning and Unstructured Parameter Prioritization.
CoRR, January, 2025
PipeInfer: Accelerating LLM Inference using Asynchronous Pipelined Speculation.
Proceedings of the International Conference for High Performance Computing, 2024
Resource-Aware Heterogeneous Federated Learning with Specialized Local Models.
Proceedings of the Euro-Par 2024: Parallel Processing, 2024
Federated Foundation Models: Privacy-Preserving and Collaborative Learning for Large Models.
Proceedings of the 2024 Joint International Conference on Computational Linguistics, 2024
Bridging the Gap Between Foundation Models and Heterogeneous Federated Learning.
CoRR, 2023
Enhancing Heterogeneous Federated Learning with Knowledge Extraction and Multi-Model Fusion.
Proceedings of the SC '23 Workshops of The International Conference on High Performance Computing, 2023
Heterogeneous Federated Learning using Dynamic Model Pruning and Adaptive Gradient.
Proceedings of the 23rd IEEE/ACM International Symposium on Cluster, 2023
Towards Seamless Management of AI Models in High-Performance Computing.
CoRR, 2022
Resource-Aware Heterogeneous Federated Learning using Neural Architecture Search.
CoRR, 2022
Resource-aware Federated Learning using Knowledge Extraction and Multi-model Fusion.
CoRR, 2022
SPATL: Salient Parameter Aggregation and Transfer Learning for Heterogeneous Federated Learning.
Proceedings of the SC22: International Conference for High Performance Computing, 2022
Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning.
Proceedings of the International Conference on Machine Learning, 2022
SPATL: Salient Parameter Aggregation and Transfer Learning for Heterogeneous Clients in Federated Learning.
CoRR, 2021
Adaptive Dynamic Pruning for Non-IID Federated Learning.
CoRR, 2021
GNN-RL Compression: Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning.
CoRR, 2021
Auto Graph Encoder-Decoder for Neural Network Pruning.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021
Auto Graph Encoder-Decoder for Model Compression and Network Acceleration.
CoRR, 2020