Matches in SemOpenAlex for { <https://semopenalex.org/work/W4306178465> ?p ?o ?g. }
- W4306178465 abstract "Mobile-centric AI applications put forward high requirements for resource-efficiency of model inference. Input filtering is a promising approach to eliminate the redundancy in the input so as to reduce the cost of inference. Previous efforts have tailored effective solutions for many applications, but left two essential questions unanswered: (1) theoretical filterability of an inference workload to guide the application of input filtering techniques, thereby avoiding the trial-and-error cost for resource-constrained mobile applications; (2) robust discriminability of feature embedding to allow input filtering to be widely effective for diverse inference tasks and input content. To answer these questions, we first provide a generic formalization of the input filtering problem and theoretically compare the hypothesis complexity of inference models and their input filters to understand the optimization potential of applying input filtering. Then we propose the first end-to-end learnable input filtering framework that covers most state-of-the-art methods and surpasses them in feature embedding with robust discriminability. Based on our framework, we design and implement an input filtering system InFi supporting six input modalities. InFi is the first to support text and sensor signal inputs and model partitioning deployments widely adopted by under-resourced mobile systems. Comprehensive evaluations confirm our theoretical results and show that InFi outperforms strong baselines in applicability, accuracy, and efficiency, owing to its generality and end-to-end learnability. InFi can achieve 8.5X throughput and save 95% bandwidth, while keeping over 90% accuracy, for a video analytics app on mobile platforms." @default.
- W4306178465 created "2022-10-14" @default.
- W4306178465 creator A5003547177 @default.
- W4306178465 creator A5015625878 @default.
- W4306178465 creator A5017703463 @default.
- W4306178465 creator A5027761936 @default.
- W4306178465 creator A5061278948 @default.
- W4306178465 date "2022-10-14" @default.
- W4306178465 modified "2023-10-16" @default.
- W4306178465 title "InFi" @default.
- W4306178465 cites W1832693441 @default.
- W4306178465 cites W1861492603 @default.
- W4306178465 cites W2031457979 @default.
- W4306178465 cites W2052666245 @default.
- W4306178465 cites W2122646361 @default.
- W4306178465 cites W2138621090 @default.
- W4306178465 cites W2145287260 @default.
- W4306178465 cites W2194775991 @default.
- W4306178465 cites W2468875367 @default.
- W4306178465 cites W2520774990 @default.
- W4306178465 cites W2525716660 @default.
- W4306178465 cites W2531409750 @default.
- W4306178465 cites W2609285553 @default.
- W4306178465 cites W2743138268 @default.
- W4306178465 cites W2752236330 @default.
- W4306178465 cites W2789383786 @default.
- W4306178465 cites W2886851211 @default.
- W4306178465 cites W2887117815 @default.
- W4306178465 cites W2896985569 @default.
- W4306178465 cites W2905207581 @default.
- W4306178465 cites W2910776806 @default.
- W4306178465 cites W2962804345 @default.
- W4306178465 cites W2963163009 @default.
- W4306178465 cites W2963265461 @default.
- W4306178465 cites W2963918968 @default.
- W4306178465 cites W2964015640 @default.
- W4306178465 cites W2980856918 @default.
- W4306178465 cites W3018105153 @default.
- W4306178465 cites W3029775758 @default.
- W4306178465 cites W3034457371 @default.
- W4306178465 cites W3035204084 @default.
- W4306178465 cites W3046256272 @default.
- W4306178465 cites W3099785009 @default.
- W4306178465 cites W3101962329 @default.
- W4306178465 cites W3109496323 @default.
- W4306178465 cites W3116627681 @default.
- W4306178465 cites W3126974104 @default.
- W4306178465 cites W3147954149 @default.
- W4306178465 cites W3172863135 @default.
- W4306178465 cites W3176659256 @default.
- W4306178465 cites W3196974791 @default.
- W4306178465 cites W3215698464 @default.
- W4306178465 cites W4205720575 @default.
- W4306178465 cites W4210880854 @default.
- W4306178465 cites W4238284510 @default.
- W4306178465 doi "https://doi.org/10.1145/3495243.3517016" @default.
- W4306178465 hasPublicationYear "2022" @default.
- W4306178465 type Work @default.
- W4306178465 citedByCount "4" @default.
- W4306178465 countsByYear W43061784652023 @default.
- W4306178465 crossrefType "proceedings-article" @default.
- W4306178465 hasAuthorship W4306178465A5003547177 @default.
- W4306178465 hasAuthorship W4306178465A5015625878 @default.
- W4306178465 hasAuthorship W4306178465A5017703463 @default.
- W4306178465 hasAuthorship W4306178465A5027761936 @default.
- W4306178465 hasAuthorship W4306178465A5061278948 @default.
- W4306178465 hasConcept C111919701 @default.
- W4306178465 hasConcept C113775141 @default.
- W4306178465 hasConcept C119857082 @default.
- W4306178465 hasConcept C124101348 @default.
- W4306178465 hasConcept C138885662 @default.
- W4306178465 hasConcept C152124472 @default.
- W4306178465 hasConcept C154945302 @default.
- W4306178465 hasConcept C15744967 @default.
- W4306178465 hasConcept C2776214188 @default.
- W4306178465 hasConcept C2776401178 @default.
- W4306178465 hasConcept C2780767217 @default.
- W4306178465 hasConcept C41008148 @default.
- W4306178465 hasConcept C41608201 @default.
- W4306178465 hasConcept C41895202 @default.
- W4306178465 hasConcept C542102704 @default.
- W4306178465 hasConceptScore W4306178465C111919701 @default.
- W4306178465 hasConceptScore W4306178465C113775141 @default.
- W4306178465 hasConceptScore W4306178465C119857082 @default.
- W4306178465 hasConceptScore W4306178465C124101348 @default.
- W4306178465 hasConceptScore W4306178465C138885662 @default.
- W4306178465 hasConceptScore W4306178465C152124472 @default.
- W4306178465 hasConceptScore W4306178465C154945302 @default.
- W4306178465 hasConceptScore W4306178465C15744967 @default.
- W4306178465 hasConceptScore W4306178465C2776214188 @default.
- W4306178465 hasConceptScore W4306178465C2776401178 @default.
- W4306178465 hasConceptScore W4306178465C2780767217 @default.
- W4306178465 hasConceptScore W4306178465C41008148 @default.
- W4306178465 hasConceptScore W4306178465C41608201 @default.
- W4306178465 hasConceptScore W4306178465C41895202 @default.
- W4306178465 hasConceptScore W4306178465C542102704 @default.
- W4306178465 hasFunder F4320335777 @default.
- W4306178465 hasLocation W43061784651 @default.
- W4306178465 hasOpenAccess W4306178465 @default.
- W4306178465 hasPrimaryLocation W43061784651 @default.