Length-Adaptive Transformer: Train Once with Length Drop, Use Anytime with Searchdoi:10.18653/V1/2021.ACL-LONG.508Gyuwan KimKyunghyun ChoAssociation for Computational LinguisticsMeeting of the Association for Computational Linguistics
受这个观察的启发,文章提出了一种动态的Vision Transformer来为每个输入图像以自适应方式顺序激活。它通过多个级联的具有越来越多Token的Transformer来实现;从粗粒度预测开始,至产生足够可信的预测终止推理。同时进一步设计了级联Transformer之间的有效特征重用和关系重用机制,以减少冗余计算。 ImageNet、CIFAR-10和CIFAR-100上...
W.K. Newey Adaptive estimation of regression models via moment restrictions Journal of Econometrics, 38 (3) (1988), pp. 301-339 View PDFView articleGoogle Scholar Cited by (12) CoTNeT: Contextual transformer network for encrypted traffic classification 2024, Egyptian Informatics Journal Show abstract...
An information decoder 30 performs the inverse quantization of orthogonal transform coefficients in which the output of the storage part 24 is quantized by an inverse quantizer 31, and inverse orthogonal transformation is applied to it by an inverse orthogonal transformer 32, thereby, the signal of ...
Transformer-XL Dai et al. (2019a) was noted for its language model that featured a cache mechanism, expanding the inference token capacity beyond the training limits through the extension of the cache length. However, the presented results are confined to situations where the output length adhere...
Adaptive low-power listening MAC protocol based on transmission rates It exceeded both the previous transmission length record by 60 meters and the previous data rate record by 50 percent. OFS Multicore Fiber Enables World-Record Transmission After tuning the filter performance in ADS [15], the no...
through a predetermined quantizing process into representative values of various levels. Then, the quantizer 12 variably quantizes the output data from the orthogonal transformer 11 according to a quantization level (Q) input from a buffer 14. A variable length coder 13 variable-length-codes the ...
Some other sparse transformers consider adaptive sparse patterns which are not dependent on the location of the tokens, but rather they rely on other dynamic factors such as embedding values or task-specific parameters. For instance, Routing Transformer Roy et al. (2021) exploits dynamic key-value...
Alternatively to using a center-topped 100 ohm voice coil, a more conventional eight ohm speaker may be used along with a transformer having a 100 ohm center topped primary (connected to Vgg and transistors 430 and 431) and an eight ohm secondary (connected to the speaker's terminals), as...
One possible implementation for this transmission model is a client application program wanting to process, display or play real-time data as it is retrieved over a network link from a server/serving application. For example, the client can use a streaming delivery system that provides adaptive ba...