如果说Transformer统一了视觉和语言,那么这个CRATE能否将Diffusion也加入进来可以值得思考(文中提到了Diffusion的可解释性上的不足,但并没有进一步展开讨论)。 五、参考文献 [1] Yu Y, Buchanan S, Pai D, et al. White-Box Transformers via Sparse Rate Reduction[J]. arXiv preprint arXiv:2306.01129, 2023....
通过各种近似和假设的数学技巧让每一层的前向推理看起来像是个Transformer，然后用梯度下降单独训练每一层...
在这个框架内,我们将上述三种看似不相关的方法统一起来,并展示了类似transformer的深度网络层可以自然地从展开迭代优化方案中派生出来,以逐步优化稀疏率降维目标。 The ‘main loop’ of the CRATE white-box deep network design. After encoding input data X as a sequence of tokens Z0, CRATE constructs a dee...
viewed as a gradient descent step to compress the token sets by minimizing their lossy coding rate, and the subsequent multi-layer perceptron can be viewed as attempting to sparsify the representation of the tokens. This leads to a family of white-box transformer-like deep network architectures ...
To properly asses the internal overvoltages that can occur in practice, we propose to interface the manufacturer's white-box transformer model with EMTP-type simulation tools using a black-box modeling approach...doi:10.1016/j.proeng.2017.09.711Gustavsen, Bj?rnPortillo...
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Interfacing κ-Factor based white-box transformer models with electromagnetic transients programs White-box transformer models are used by transformer manufacturers during the dielectric design of windings. The models are often based on constant paramet... Gustavsen, B,Portillo, A - 《IEEE Transactions ...
box; ( c ) triangle; and ( d ) quartic full size image these 50 diagrams can be arranged in four broad classes, as shown in fig. 9 : 24 pentagon, 18 box, 6 triangle, and 2 quartic diagrams, which generally destructively interfere with each other. the pentagon diagrams constitute ...
Building a white box neural network involves: Choosing a model that has higher transparency and interpretability (such as linear models, decision/regression trees, or fixed-rule models), but is still suitable for the problem at hand. Choosing input features that are suitable for the problem but ...
论文阅读 | HotFlip: White-Box Adversarial Examples for Text Classification [code][pdf] 白盒 beam search 基于梯度 字符级