model deployment

Adaptive Deployment of Untrusted LLMs Reduces Distributed Threats ICLR 2025 An Inference Zoo for Real-Time Media Arts: Avendish as a Bridge Between AI and Creative Environments NeurIPS 2025 Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work ACL 2025 Efficient ConvBN Blocks for Transfer Learning and Beyond ICLR 2024 HPipe: Large Language Model Pipeline Parallelism for Long Context on Heterogeneous Cost-effective Devices NAACL 2024 LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA Systems ACL 2024 Optimal Classification under Performative Distribution Shift NeurIPS 2024 Performative Federated Learning: A Solution to Model-Dependent and Heterogeneous Distribution Shifts AAAI 2024 Toward Efficient Inference for Mixture of Experts NeurIPS 2024 Large Language Models as SocioTechnical Systems EMNLP 2023 Prompt2Model: Generating Deployable Models from Natural Language Instructions EMNLP 2023 Stitchable Neural Networks CVPR 2023 Anticipating Performativity by Predicting from Predictions NeurIPS 2022 BigDL 2.0: Seamless Scaling of AI Pipelines From Laptops to Distributed Cluster CVPR 2022 GeoEngine: A Platform for Production-Ready Geospatial Research CVPR 2022 Learning to repair: Repairing model output errors after deployment using a dynamic memory of feedback NAACL 2022 THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption ACL 2022 Towards Practical Deployment-Stage Backdoor Attack on Deep Neural Networks CVPR 2022 Tracking the risk of a deployed model and detecting harmful distribution shifts ICLR 2022 Underspecification Presents Challenges for Credibility in Modern Machine Learning JMLR 2022 Walle: An End-to-End, General-Purpose, and Large-Scale Production System for Device-Cloud Collaborative Machine Learning OSDI 2022 An Architecture for Accelerated Large-Scale Inference of Transformer-Based Language Models NAACL 2021 CompOFA – Compound Once-For-All Networks for Faster Multi-Platform Deployment ICLR 2021 Fast and Efficient DNN Deployment via Deep Gaussian Transfer Learning ICCV 2021 How to Learn when Data Reacts to Your Model: Performative Gradient Descent ICML 2021