{"total":13,"rows":[{"id":"2109.00172","title":"Task-Oriented Communication for Multi-Device Cooperative Edge Inference","created":"2021-09-01","cited_by_count":52,"area":null},{"id":"2409.06857","title":"What is the Role of Small Models in the LLM Era: A Survey","created":"2024-09-10","cited_by_count":41,"area":null},{"id":"2406.12585","title":"Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling","created":"2024-06-18","cited_by_count":33,"area":null},{"id":"2407.02348","title":"Agreement-Based Cascading for Efficient Inference","created":"2024-07-02","cited_by_count":16,"area":null},{"id":"2502.19335","title":"Gatekeeper: Improving Model Cascades Through Confidence Tuning","created":"2025-02-26","cited_by_count":10,"area":null},{"id":"2207.00172","title":"Turbo: Opportunistic Enhancement for Edge Video Analytics","created":"2022-06-29","cited_by_count":7,"area":null},{"id":"2203.09278","title":"Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss","created":"2022-03-17","cited_by_count":2,"area":null},{"id":"2202.01840","title":"Hidden Heterogeneity: When to Choose Similarity-Based Calibration","created":"2022-02-03","cited_by_count":1,"area":null},{"id":"2212.12866","title":"QuickNets: Saving Training and Preventing Overconfidence in Early-Exit Neural Architectures","created":"2022-12-25","cited_by_count":1,"area":null},{"id":"2305.19498","title":"Perception and Semantic Aware Regularization for Sequential Confidence Calibration","created":"2023-05-31","cited_by_count":1,"area":null},{"id":"2504.03052","title":"Cooperative Inference for Real-Time 3D Human Pose Estimation in Multi-Device Edge Networks","created":"2025-04-03","cited_by_count":1,"area":null},{"id":"2205.09612","title":"CLCNet: Rethinking of Ensemble Modeling with Classification Confidence Network","created":"2022-05-19","cited_by_count":0,"area":null},{"id":"2605.07805","title":"Flexible Routing via Uncertainty Decomposition","created":"2026-05-08","cited_by_count":0,"area":null}],"next_cursor":null}