With some exceptions discussed below, most of these areas use relatively simple and hard-coded mutation operators on either the source code directly (such as deleting or swapping lines) or on the abstract syntax tree. Machine learning approaches have been used for program superoptimization. For exam...
Tree of thoughts: deliberate problem solving with large language models. In: Proceedings of the 37th Conference on Neural Information Processing Systems. 2023, 36 Wang Y, Jiang Z, Chen Z, Yang F, Zhou Y, Cho E, Fan X, Huang X, Lu Y, Yang Y. RecMind: Large language model powered ...
Stopping Rule-Based Iterative Tree Search for Low-Complexity Detection in MIMO Systems Breadth first tree search (BFTS) algorithms are known to provide a close to maximum likelihood (quasi-ML) solution at a low-complexity if the received sequ... AK Sah,AK Chaturvedi - 《IEEE Transactions on ...
🌳 Model Family TreeVisualize the family tree of merged models. 🚀 ZeroSpaceAutomatically create a Gradio chat interface using a free ZeroGPU. Fine-tuning Quantization Other NotebookDescriptionArticleNotebook Merge LLMs with MergeKitCreate your own models easily, no GPU required!Article ...
This approach is seen in file systems and RDBMSes. Strong consistency works well in systems that need transactions.Source(s) and further readingTransactions across data centers Availability patternsThere are two complementary patterns to support high availability: fail-over and replication....
The parent make then exits, propagating the error status up the recursive make process tree. If the --keep-going (-k) option is used on the top-level make, it is passed to sub-makes as usual. The sub-make does what it normally does, skips the current target and proceeds to the ...
Indeed, mapping the sex-specific compounds onto the phylogenetic tree revealed that many distant species use the same male-specific compounds (Fig. 2b). However, few compounds are exclusively species- or group-specific compounds (Fig. 2b; Supplementary Fig. 2B). For example, several male-...
We produce high-quality solutions in very reasonable CPU times (2 hours) using slope scaling and load-planning tree generation with corresponding potential annual savings of $20-25 million dollars for the target company for which the research was conducted. 展开 ...
Using data from 1778 patients and controls (Table 1), the authors implemented six supervised ML models, i.e., the decision tree, random forest, k-nearest neighbor, adaptive boosting, multilayer perceptron models, and the support vector machine23. The latter ML method performed best (AUROC ...
. in theorem 2 below, a sequential symmetrization argument is applied to the decoupled sequences, leading to a tree process—an analogue of the rademacher process for the non-i.i.d. case. first, let us define the notion of a tree. a \({\mathcal z}\) -valued tree \({\mathbf z...