AI model editing
https://arxiv.org/html/2404.11534v1#Pt1
Decomposing and Editing Predictions by Modeling Model Computation
Harshay Shah harshay@mit.edu
Andrew Ilyas ailyas@mit.edu MIT Abstract Aleksander M ˛ adry madry@mit.edu MIT
This site is to serve as my note-book and to effectively communicate with my students and collaborators. Every now and then, a blog may be of interest to other researchers or teachers. Views in this blog are my own. All rights of research results and findings on this blog are reserved. See also http://youtube.com/c/hongqin @hongqin
AI model editing
https://arxiv.org/html/2404.11534v1#Pt1
Decomposing and Editing Predictions by Modeling Model Computation
Harshay Shah harshay@mit.edu
Andrew Ilyas ailyas@mit.edu MIT Abstract Aleksander M ˛ adry madry@mit.edu MIT
https://ncats.nih.gov/research/research-activities/n3c/data-overview/access
https://arxiv.org/abs/2403.16850
for AI works
HQ thanks the USA NSF award 1663105, 1761839 and 2200138, 2234910, a catalyst award from the USA National Academy of Medicine, AI Tennessee Initiative, and the support at the University of Tennessee at Chattanooga.
We thank the support of NSF and #1720215, BD Spoke #1761839, and internal support of the University of Tennessee at Chattanooga.
Dr. Qin thanks SFS Award 1663105 and 2234910
CS361 public key for github
https://www.cs.odu.edu/~zeil/FAQs/Public/faq361/index.html#git-tells-me-permission-denied-publickey-
Codelabs containing all of the exercises for teaching students how to apply Generative AI to solve problems in cybersecurity.
Source code associated with Generative Security Applications course
YouTube playlist for Generative Security Applications course (Spring 2024)
CyberPDX summer camp cryptography thread. Contains Generative AI module content and exercises. (A RAG application for translating Navajo Code to English and back.)
Based on the search results, I'll emphasize the connections between climate change, allergies, and mental health:
## Climate Change and Allergies
Climate change is significantly impacting allergies in several ways:
- Warmer temperatures are leading to longer pollen seasons, with plants producing pollen earlier in spring and later into fall[4][5].
- Increased CO2 levels are boosting pollen production, especially in grasses and ragweed. Some projections suggest up to a 200% increase in pollen production by the end of this century[5].
- Changes in temperature and precipitation patterns are altering the geographic distribution of allergenic plants[1].
These changes are resulting in more severe and prolonged allergy seasons, affecting millions of people worldwide[4].
## Mental Health Impacts
While the search results don't explicitly discuss mental health, we can infer some connections:
- Prolonged and intensified allergy seasons can lead to increased stress and anxiety for allergy sufferers[1].
- Children with allergies may experience reduced quality of life, affecting their mood and sleep patterns[5].
- The chronic nature of worsening allergies could contribute to feelings of helplessness or depression, especially for those with severe symptoms.
## Vulnerable Populations
Certain groups are particularly vulnerable to the combined effects of climate change and allergies:
- Children: About 19% of children in the U.S. suffer from seasonal allergies, and 6.5% have asthma, which can be triggered by pollen[5].
- Elderly: Older adults may be more susceptible to the health impacts of climate change and allergies[1].
- Low-income communities: These groups often have less access to healthcare and may be disproportionately affected by worsening allergy seasons[5].
## Future Projections
As climate change continues, the situation is expected to worsen:
- Pollen seasons are projected to start earlier, last longer, and become more intense[4][5].
- A 2°C increase in global temperature could result in a 17% annual increase in asthma-related emergency room visits among children due to pollen exposure[5].
- The compounding effects of climate change, allergies, and potential mental health impacts may create new public health challenges that require proactive planning and intervention strategies.
To address these interconnected issues, a holistic approach considering climate mitigation, allergy management, and mental health support will be crucial for public health in the coming years.
Citations:
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11000425/
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9606573/
[3] https://www.aaaai.org/tools-for-the-public/conditions-library/allergies/does-climate-change-impact-allergic-disease
[4] https://www.hsph.harvard.edu/news/hsph-in-the-news/allergies-are-getting-worse-with-climate-change/
[5] https://www.climatecentral.org/climate-matters/warming-climate-more-pollen-worse-allergies
[6] https://www.aamc.org/news/do-seasonal-allergies-seem-be-getting-worse-blame-climate-change
[7] https://www.epa.gov/climate-research/human-health-and-climate-change-research
[8] https://www.niehs.nih.gov/research/programs/climatechange
PDF-based malware is a significant cybersecurity threat due to the widespread use and flexibility of the PDF format. Here are some common techniques used in PDF-based malware:
## JavaScript Execution
PDFs can contain embedded JavaScript code that executes when the file is opened. Malicious actors exploit this feature to:
- Download and execute additional payloads
- Exploit vulnerabilities in PDF readers
- Steal sensitive information from the system
JavaScript in PDFs can be obfuscated to evade detection[1].
## Embedded Objects
Attackers can hide malicious objects within the PDF structure:
- Executable files
- Malicious scripts
- Other harmful content
These objects may be compressed or encoded to avoid detection by security software[2].
## Exploitation of Vulnerabilities
Some attacks target vulnerabilities in PDF reader software:
- Buffer overflows
- Use-after-free bugs
- Other memory corruption issues
Successful exploitation can lead to arbitrary code execution on the victim's system[3].
## Phishing and Social Engineering
PDFs are often used in phishing campaigns:
- Malicious links disguised as legitimate content
- Fake forms to capture credentials
- Convincing documents that lure users into taking harmful actions
## Stream Manipulation
PDF streams can contain compressed and encoded data, allowing attackers to:
- Hide malicious code
- Evade signature-based detection
- Deliver payloads in seemingly innocuous files[3]
## Protection Measures
To defend against PDF-based malware:
- Keep PDF readers and systems updated
- Use security software with PDF scanning capabilities
- Be cautious when opening PDFs from unknown sources
- Disable JavaScript in PDF readers when possible
- Use sandboxed environments to open suspicious files[4]
By understanding these techniques, security professionals can better detect and mitigate threats posed by malicious PDF files.
Citations:
[1] https://github.com/filipi86/MalwareAnalysis-in-PDF
[2] https://www.adobe.com/acrobat/resources/can-pdfs-contain-viruses.html
[3] https://intezer.com/blog/incident-response/analyze-malicious-pdf-files/
[4] https://www.reddit.com/r/hacking/comments/108sp8f/how_to_know_if_a_pdf_contains_malware/
[5] https://www.sentinelone.com/blog/malicious-pdfs-revealing-techniques-behind-attacks/
[6] https://threatresearch.ext.hp.com/pdf-malware-is-not-yet-dead/
Wu-Chang Feng
https://youtube.com/playlist?list=PLdCTMpWhMq8KuRHaXHuf2U53hM1NkuiCe&si=gtTVXMZcMoy6kVh7
most funded R01 are two years
https://topmed.nhlbi.nih.gov/project-studies/funded-programs
budget per year can be in $500K range
Approve the summary and submit again.
Hampton Roads Biomedical Research Consortium
https://hrbrc.org/
As an ODU faculty in the role of corresponding author, I can publish open access paper at PLos and Springer Nature for free or a very discounted rate
See https://guides.lib.odu.edu/openaccess/apc
PLoS
Beginning January 1, 2024, VIVA has started a two-year institutional partnership with PLOS in their Flat Fee Agreement, which allows corresponding authors at participating institutions to publish open access articles in seven PLOS journals at no cost. Those journals are: PLOS journals: PLOS Complex Systems, PLOS Computational Biology, PLOS Digital Health, PLOS Genetics, PLOS Neglected Tropical Diseases, PLOS ONE, and PLOS Pathogens. More information on the VIVA Site, or watch this 11-minute video here.
Springer Nature Hybrid Journals
Beginning January 1, 2024, VIVA started a two-year agreement allowing ODU/VIVA corresponding authors to publish open access articles in Springer Hybrid journals with no APC. View the list of participating (publishing) journals on the VIVA site -- Nature, BioMed Central (BMC), and fully open access journals are not covered by this agreement. See also the Springer site and VIVA site for more information. (Available to EVMS as well.)
https://virustotal.github.io/yara/
Reviewer's Confidence
Confidential Remarks for the Program Committee
Please direct all students who want to use HPC to fill this form: https://forms.odu.edu/view.php?id=93440 .
The YRBSS, conducted by the Centers for Disease Control and Prevention (CDC), monitors health-related behaviors in youth, including experiences with cyberbullying and its impact on mental health.
The HBSC study, a cross-national research study conducted in collaboration with the World Health Organization, collects data on adolescents' health and well-being, including experiences with cyberbullying and mental health outcomes.
Add Health is a nationally representative study that explores the health behaviors of adolescents and young adults in the U.S. It includes data on cyberbullying and mental health.
ESPAD collects data on substance use and other health-related behaviors among European adolescents, including questions related to cyberbullying and mental health.
The NCVS-SCS, conducted by the Bureau of Justice Statistics, collects data on school-related victimization, including experiences with cyberbullying and its impact on students' mental health.
Global Kids Online is an international research project that provides data on children's online activities, risks, and opportunities, including cyberbullying and its effects on mental health.
YISS, conducted by the Crimes Against Children Research Center, explores online experiences of youth, including cyberbullying and its psychological impact.
These datasets are valuable for researchers interested in studying the relationship between cyberbullying and mental health. To access these datasets, researchers typically need to follow specific protocols, which may include applying for access, providing a research proposal, and agreeing to terms of use.
Exploring these datasets can provide insights into the prevalence and effects of cyberbullying across different populations, helping to inform prevention and intervention strategies aimed at mitigating its impact on mental health.