Search Results

LLM-SAP: Large Language Models Situational Awareness Based Planning

1 code implementation26 Dec 2023

This study explores integrating large language models (LLMs) with situational awareness-based planning (SAP) to enhance the decision-making capabilities of AI agents in dynamic and uncertain environments.

Decision Making Language Modelling +1

SAP Signavio Academic Models: A Large Process Model Dataset

1 code implementation24 Aug 2022

In this paper, we introduce the SAP Signavio Academic Models (SAP-SAM) dataset, a collection of hundreds of thousands of business models, mainly process models in BPMN notation.

Other Computer Science Software Engineering

Impact assessment for vulnerabilities in open-source software libraries

3 code implementations20 Apr 2015

Software applications integrate more and more open-source software (OSS) to benefit from code reuse.

Cryptography and Security Software Engineering

Beyond Metadata: Code-centric and Usage-based Analysis of Known Vulnerabilities in Open-source Software

3 code implementations15 Jun 2018

The use of open-source software (OSS) is ever-increasing, and so is the number of open-source vulnerabilities being discovered and publicly disclosed.

Cryptography and Security Software Engineering

Deep Learning with Differential Privacy

27 code implementations1 Jul 2016

Machine learning techniques based on neural networks are achieving remarkable results in a wide variety of domains.

BIG-bench Machine Learning Deep Learning

Differentially Private Federated Learning: A Client Level Perspective

6 code implementations ICLR 2019

In such an attack, a client's contribution during training and information about their data set is revealed through analyzing the distributed model.

Federated Learning Privacy Preserving

SeqTrans: Automatic Vulnerability Fix via Sequence to Sequence Learning

2 code implementations21 Oct 2020

Results show that the accuracy of SeqTrans outperforms the latest techniques and achieves 23. 3% in statement-level fix and 25. 3% in CVE-level fix.

Cryptography and Security Software Engineering

SAP: Corrective Machine Unlearning with Scaled Activation Projection for Label Noise Robustness

1 code implementation13 Mar 2024

SAP applied to the CIFAR dataset with 25% synthetic corruption show upto 6% generalization improvements.

Machine Unlearning

A Survey on Machine Learning Techniques for Source Code Analysis

1 code implementation18 Oct 2021

This paper aims to summarize the current knowledge in applied machine learning for source code analysis.

BIG-bench Machine Learning Vulnerability Detection

SAP-DETR: Bridging the Gap Between Salient Points and Queries-Based Transformer Detector for Fast Model Convergency

1 code implementation CVPR 2023

To bridge the gap between the reference points of salient queries and Transformer detectors, we propose SAlient Point-based DETR (SAP-DETR) by treating object detection as a transformation from salient points to instance objects.

Object object-detection +1