PyTorch 2.0

Faster, more pythonic and as dynamic as ever

ENASE 2023

Position/Regular Paper Submission: January 19, 2023
Doctoral Consortium Paper Submission: March 1, 2023
Abstracts Track Submission: March 1, 2023

Ransomware Detection (Huawei)

* A baseline model is established based on historical data to check for any abnormalities in the changed feature values of the metadata of copies.
* Abnormal copies are further compared to determine file size changes, entropy values, and similarities.
* The Machine Learning (ML) model is used to determine whether file changes are caused by ransomware encryption, flagging them accordingly.

DeepMind’s AlphaCode Conquers Coding, Performing as Well as Humans

DeepMind’s new coding AI just trounced roughly 50 percent of human coders in a highly competitive programming competition.

Copilot Internals

(code)

Python 2 removed from Debian

Microsoft is preparing to add OpenAI’s ChatGPT chatbot to its Bing search engine

OpenAI, the AI research shop backed by a $1 billion investment from Microsoft, publicly released ChatGPT for users to test in November. The chatbot’s ability to spout everything from cocktail recipes to authentic-seeming school essays has since catapulted it into the spotlight. While the AI service sometimes confidently offers incorrect information with a patina of authority, some analysts and experts have suggested its ability to summarize publicly available data can make it a credible alternative to Google search and a list of search-generated links.

The analysis of several major underground hacking communities shows that there are already first instances of cybercriminals using OpenAI to develop malicious tools.

– creating Infostealer
– creating an encryption tool
– facilitating ChatGPT for fraud activity

The Art of LaTeX

Some common mistakes that are made by LaTeX practitioners (even in heavily cited papers)

On the Security Vulnerabilities of Text-to-SQL Models

Authors showed that the Text-to-SQL modules of two commercial black boxes (Baidu-UNIT and Codex-powered Ai2sql) can be manipulated to produce malicious code, potentially leading to data breaches and Denial of Service. This demonstrates the danger of NLP models being exploited as attack vectors in the wild. Moreover, experiments involving four open-source frameworks verified that simple backdoor attacks can achieve a 100% success rate on Text-to-SQL systems with almost no prediction performance impact.

minGPT nanoGPT

LineVul: A Transformer-based Line-Level Vulnerability Prediction

The authors propose a novel approach to detecting vulnerabilities in source code. The approach uses machine learning and works at line level.

Code

An Analysis of the Automatic Bug Fixing Performance of ChatGPT

The paper is devoted to evaluation ChatGPT on the standard bug fixing benchmark set, QuixBugs. ChatGPT’s bug fixing performance is competitive to the common deep learning approaches CoCoNut and Codex and notably better than the results reported for the standard program repair approaches. In contrast to previous approaches, ChatGPT offers a dialogue system through which further information, e.g., the expected output for a certain input or an observed error message, can be entered. By providing such hints to ChatGPT, its success rate can be further increased, fixing 31 out of 40 bugs, outperforming state-of-the-art.

Which Features are Learned by CodeBert: An Empirical Study of the BERT-based Source Code Representation Learning

Recently researchers applied the BERT to source-code representation learning and reported some good news on several downstream tasks. However, in this paper, the authors illustrated that current methods cannot effectively understand the logic of source codes.

Metaverse Race

- Facebook changed its name to Meta to reposition itself and stay ahead of the curve, envisioning a utopian future in which billions of people inhabit immersive digital environments working, socializing, and gaming inside virtual and augmented worlds.
- Apple is working on an Advanced Virtual Reality gadget that it says could revolutionize the metaverse experience.
- Google is reported to be working on an innovative Augmented Reality device and may create a separate and unique metaverse platform.
- Microsoft has also joined the race and is creating a digital world called “Mesh”, aiming to incorporate virtual experiences into Microsoft teams. On January 18, 2022, the company announced its intention to acquire gaming company Activision Blizzard for over US$68 billion.
- Disney is creating its own metaverse to act as an extension of Disney films and its streaming service. Disney-patented metaverse technology for theme parks is expected to project 3D images of visitors.
- Huawei is partnering up with multiple companies to explore metaverse applications, including Perfect World (China), Beijing Shougang Park, and Tiny Island Productions (Singapore).
- Alibaba has applied for the trademarks “Ali Yuan Universe” and “Taobao Yuan Universe.”