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Neural Information Processing SystemsAug-19-2025, 17:52:42 GMT
In many sequential tasks, a model needs to remember relevant events from the distant past to make correct predictions.
Neural Information Processing SystemsAug-19-2025, 17:22:53 GMT
While mathematically elegant, a fundamental issue with AIXI is that it is only asymptotically computable.
Neural Information Processing SystemsAug-19-2025, 16:22:16 GMT
Neural Information Processing SystemsAug-19-2025, 15:47:48 GMT
Neural Information Processing SystemsAug-19-2025, 15:38:46 GMT
Neural Information Processing SystemsAug-19-2025, 14:29:02 GMT
Randomly masking and predicting word tokens has been a successful approach in pre-training language models for a variety of downstream tasks.
Neural Information Processing SystemsAug-19-2025, 13:47:46 GMT
OOD detection relying on pure visual information can inherit the limitations, e.g., when an OOD
Neural Information Processing SystemsAug-19-2025, 13:21:18 GMT
Neural Information Processing SystemsAug-19-2025, 12:18:30 GMT
We introduce chefs' random tables (CRTs), a new class of non-trigonometric random features (RFs) to approximate Gaussian and softmax-kernels.
Neural Information Processing SystemsAug-19-2025, 12:06:18 GMT
Since the data are high-dimensional or the network is large-scale, communication load can be a bottleneck for the efficiency of distributed algorithms.