The AI & Software Intelligence Lab

Four faculty. Three research labs. One mission: advancing the science of AI-driven software development at William & Mary.

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Citations
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Research Labs
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Best Paper Awards
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Publications
Collective Impact

The Numbers Behind the Research

Combined metrics across all four AI-for-SE faculty members at William & Mary.

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Total Citations
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Publications
2
ACM / IEEE Fellows
2
NSF CAREER Awards
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Best / Distinguished Paper Awards
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PhD Graduates
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Current PhD Students
5+
Industry Adopters (Google, Meta, ...)
Faculty

Meet the Team

Four complementary research programs, united by a focus on intelligent software development.

Denys Poshyvanyk

Denys Poshyvanyk

Chancellor Professor
SEMERU Lab
~24,800 citations · 300+ publications
Code generation, clone detection, program comprehension, and deep learning for software engineering.
  • ACM Fellow (2026) -- top 1% of ACM members
  • IEEE Fellow (2023) -- fewer than 0.1% of IEEE members
  • 6+ Most Influential Paper Awards (MSR, ICPC, ICSME, SCAM)
  • 10+ Distinguished / Best Paper Awards (ICSE, FSE, ASE, IEEE S&P)
  • NSF CAREER Award (2013)
  • Program Co-Chair, FSE 2025; Senior AE, ACM TOSEM
  • 11 PhD graduates
Oscar Chaparro

Oscar Chaparro

Associate Professor
SEA Lab
~1,468 citations
Bug reports, software refactoring, program comprehension, and software maintenance intelligence.
  • NSF CAREER Award (2023)
  • 4 ACM SIGSOFT Distinguished Paper Awards (FSE, ICSE, ICSME)
  • David Daniel Thesis Award (top dissertation, UT Dallas)
  • 7+ Distinguished Reviewer Awards
  • $1M+ in NSF funding
Antonio Mastropaolo

Antonio Mastropaolo

Assistant Professor
AURA Lab
~1,097 citations · 40+ papers
Large language models for code, automated documentation, and sustainable AI for software engineering.
  • 2 Distinguished Paper Awards (MSR 2024, ICPC 2024)
  • NSF CRII Award (2025)
  • IEEE Computer editorial board
  • 19 papers published in 2025 alone
Yue Xiao

Yue Xiao

Assistant Professor
Security
~242 citations (early career)
Software supply-chain security, privacy compliance, and GenAI security analysis.
  • IU Distinguished PhD Dissertation Award (1st place)
  • NDSS 2025 Distinguished Artifact Award
  • Research adopted by Google, Meta, Twitter/X, WeChat, Opera
  • Publications at CCS, USENIX Security, NDSS
  • Former IBM Research scientist
Research

Four Pillars of AI & Software Intelligence

Complementary research programs spanning the full stack of intelligent software development.

🤖
Poshyvanyk · SEMERU

Deep Learning for Software Engineering

Code generation, semantic clone detection, program repair, and neural models of source code.

🔎
Chaparro · SEA

Software Maintenance Intelligence

Automated bug-report analysis, refactoring recommendations, and program comprehension tools.

💡
Mastropaolo · AURA

Generative AI for Code

LLM-based code documentation, energy-efficient model training, and sustainable AI for SE.

🔒
Xiao

Software Security & Privacy

Supply-chain vulnerability analysis, privacy compliance at scale, and GenAI security auditing.

Impact

From Lab to Production

Research outcomes adopted by major technology companies and open-source communities.

🌐 Platform-Scale Security

Xiao's security and privacy tools have been adopted by Google, Meta, Twitter/X, WeChat, and Opera to protect billions of users.

⚙️ Deep Learning Toolkits

Poshyvanyk's DL-for-SE techniques have influenced industry-wide approaches to code intelligence, clone detection, and program repair.

💻 AI-Assisted Development

Mastropaolo's work on LLM-based code documentation and generation informs next-generation developer workflows.

🐛 Smarter Bug Management

Chaparro's automated bug-report analysis and quality tools improve how development teams diagnose and resolve defects.

Milestones

Two Decades of Recognition

2006
  • Poshyvanyk — First Best Paper Award (ICPC)
2013
  • Poshyvanyk — NSF CAREER Award
2023
  • Poshyvanyk — IEEE Fellow
  • Chaparro — NSF CAREER Award
2024
  • Mastropaolo — Distinguished Papers at MSR and ICPC
  • Publications at CCS, USENIX Security (Xiao)
2025
  • Mastropaolo — NSF CRII Award
  • Xiao — NDSS Distinguished Artifact Award
  • Poshyvanyk — FSE Program Co-Chair
2026
  • Poshyvanyk — ACM Fellow
  • CodeLab learning hub launches