INTERNATIONAL JOURNAL OF LATEST TECHNOLOGY IN ENGINEERING,

MANAGEMENT & APPLIED SCIENCE (IJLTEMAS)

ISSN 2278-2540 | DOI: 10.51583/IJLTEMAS | Volume XIV, Issue IX, September 2025

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Buffer Overflow Vulnerabilities in the Age of AI: Challenges and

Mitigation Strategies

Hritik Sharma

1

, Prof. (Dr.) Seema Gupta

2

risk. My paper provides a comprehensive analysis of buffer overflows, detailing their mechanisms, historical context, and the

challenges they present to modern systems. It explores traditional and contemporary defense strategies, including compile-time

and run-time defenses, and examines the potential role of emerging technologies like Artificial Intelligence (AI) in mitigating these

vulnerabilities. The paper emphasizes the ongoing need for robust security practices and continuous research to address this

enduring threat.

Keywords: Buffer overflow, buffer overrun, cybersecurity, software vulnerabilities, artificial intelligence, security mitigation,

stack overflow, heap overflow, memory corruption, code injection, exploit techniques, return address overwriting, Address Space

Layout Randomization (ASLR).

I. Introduction

The rapid advancement of technology has brought about transformative changes across various domains. However, this progress

Defining Buffer Overflow

A buffer overflow, also known as a buffer overrun, occurs when a program attempts to write more data to a fixed-size buffer than

the buffer is allocated to hold. This leads to overwriting adjacent memory locations, potentially corrupting program data, control

flow information, and other critical data. The National Institute of Standards and Technology (NIST) defines a buffer overflow as

"A condition at an interface under which more input can be placed into a buffer or data holding area than the capacity allocated,

overwriting other information. Attackers exploit such a condition to crash a system or to insert specially crafted code that allows

them to gain control of the system".

Mechanisms of Buffer Overflow

Buffer overflows are fundamentally programming errors. They arise when a program does not properly validate the size of input

data before writing it to a buffer. This oversight can occur in various memory areas, including:

INTERNATIONAL JOURNAL OF LATEST TECHNOLOGY IN ENGINEERING,

MANAGEMENT & APPLIED SCIENCE (IJLTEMAS)

ISSN 2278-2540 | DOI: 10.51583/IJLTEMAS | Volume XIV, Issue IX, September 2025

www.ijltemas.in Page 114

The consequences of a successful buffer overflow exploit can be severe, including:

 Corruption of program data.

 Unexpected transfer of control.

 Memory access violations.

 Execution of arbitrary code.

Historical Perspective

Buffer overflow attacks are not a new phenomenon. Their history dates back several decades, with significant attacks

demonstrating their enduring impact.

 Early Exploits: The Morris Internet Worm in 1988 utilized a buffer overflow exploit in the "fingerd" program.

 Landmark Publications: The publication of "Smashing the Stack for Fun and Profit" in Phrack magazine in 1996

provided detailed information on exploiting stack-based buffer overflows.

 Worm Attacks: Several high-profile worm attacks, such as the Code Red worm (2001), the Slammer worm (2003), and

Common Weakness Enumeration (CWE) Top 25.

 Continued Exploitation: Buffer overflows continue to be exploited in attacks against operating systems and applications

and are prevalent in exploit toolkits.

 Root Causes: The continued prevalence can be attributed to factors such as legacy code, careless programming practices,

and the complexity of modern software systems.

The impact of buffer overflows extends from system crashes and data corruption to complete system compromise and

unauthorized code execution, making them a critical security concern.

INTERNATIONAL JOURNAL OF LATEST TECHNOLOGY IN ENGINEERING,

MANAGEMENT & APPLIED SCIENCE (IJLTEMAS)

ISSN 2278-2540 | DOI: 10.51583/IJLTEMAS | Volume XIV, Issue IX, September 2025

www.ijltemas.in Page 115

Traditional Buffer Overflow Defenses

Traditional approaches to mitigating buffer overflows involve both compile-time and run-time defenses.

Compile-Time Defenses

 Language Extensions and Safe Libraries: Replacing unsafe standard library functions with safer alternatives (e.g.,

Libsafe) and using language extensions to enforce bounds checking can provide added protection.

 Stack Protection Mechanisms: Techniques like StackGuard and StackShield are compiler extensions that introduce

mechanisms to detect and prevent stack-based buffer overflows by using canaries or copying return addresses.

Run-Time Defenses

Run-time defenses aim to detect and prevent buffer overflows in running programs.

 Executable Address Space Protection: Preventing the execution of code on the stack or heap by marking those memory

regions as non-executable. This relies on memory management unit (MMU) support.

 Address Space Layout Randomization (ASLR): Randomizing the memory layout of key data structures (stack, heap,

INTERNATIONAL JOURNAL OF LATEST TECHNOLOGY IN ENGINEERING,

MANAGEMENT & APPLIED SCIENCE (IJLTEMAS)

ISSN 2278-2540 | DOI: 10.51583/IJLTEMAS | Volume XIV, Issue IX, September 2025

www.ijltemas.in Page 116

Beyond Traditional Buffer Overflows

The document also mentions other forms of overflow attacks that go beyond the basic stack overflow:

 Replacement Stack Frame: Overwriting the buffer and saved frame pointer to redirect control flow.

 Return-to-libc Attacks: Exploiting vulnerabilities even with non-executable stacks by overwriting the return address to

point to existing library functions (e.g., system()).

 Heap Overflows: Overflows that occur in the heap memory region, potentially corrupting heap metadata or function

and network traffic.

Automated Vulnerability Patching: AI could potentially automate the process of generating and deploying patches for buffer

overflow vulnerabilities.

Challenges and Future Directions

While AI offers potential benefits, challenges remain:

 AI Complexity: Developing and deploying AI-based security solutions can be complex.

 Data Requirements: Training AI models requires large and diverse datasets.

 Adversarial Attacks: AI-based defenses may be vulnerable to adversarial attacks designed to evade detection.

buffer overflow defenses.

Buffer overflow vulnerabilities continue to be a significant security concern, demanding ongoing attention from researchers,

INTERNATIONAL JOURNAL OF LATEST TECHNOLOGY IN ENGINEERING,

MANAGEMENT & APPLIED SCIENCE (IJLTEMAS)

ISSN 2278-2540 | DOI: 10.51583/IJLTEMAS | Volume XIV, Issue IX, September 2025

www.ijltemas.in Page 117

References

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3. Piromsopa, Krerk, and Richard J. Enbody. "Buffer-overflow protection: the theory." 2006 IEEE International

Conference on Electro/Information Technology. IEEE, 2006.

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Intrusion Detection Systems. University of Derby (United Kingdom), 2010.

5. Alam, Shahid. "Cybersecurity: Past, present and future." arXiv preprint arXiv:2207.01227 (2022).

6. Gu A, Jain N, Li WD, Shetty M, Shao Y, Li Z, Yang D, Ellis K, Sen K, Solar-Lezama Challenges and paths towards ai