Workflow

  1. AI meets Mathematics Education: Supporting Instructors in Large Mathematics Classes with Context-Aware AI
    Fine-tuned language model provides automated question answering in large calculus courses, achieving 75% accuracy. Hybrid human-AI workflows maintain instructor oversight while scaling support.
  2. Deepfake, Real Harm: A Participatory Approach for Imagining Infrastructures to Combat Deepfake Sexual Abuse
    Participatory research reveals gaps in deepfake sexual abuse moderation systems and proposes multi-stakeholder infrastructure improvements based on activist and survivor input.
  3. DuoDrama: Supporting Screenplay Refinement Through LLM-Assisted Human Reflection
    DuoDrama uses AI agents to generate screenplay feedback that coordinates character perspectives with story-level views, improving screenwriter reflection during refinement.
  4. GenAI-enabled vibe coding made simulation-based curriculum redesign accessible
    Discover how generative AI enables educators to create interactive simulations without coding expertise. Learn the vibe coding approach transforming management education through accessible.
  5. Multi-agent AI
    Explore multi-agent AI's five-component architecture and framework spanning technical capabilities, organizational integration, and socio-technical implications for fair, accountable AI systems.
  6. Dental education should include AI competencies
    Explore a competency framework for integrating AI education into dental curricula, from foundational knowledge to clinical implementation and innovation across preclinical and clinical training.
  7. AI methods are being integrated into audit workflows
    Systematic review of AI applications in auditing examining machine learning, NLP, and RPA across 100 articles. Explores architecture, impacts, and barriers to adoption in audit workflows and.
  8. Review compares academic and commercial liver-on-a-chip models
    Review of liver-on-a-chip models comparing academic and commercial platforms, examining designs, cellular compositions, and potential to reduce drug development costs and animal testing.
  9. Hybrid deep learning improved edge-cloud task scheduling in simulation
    Deep reinforcement learning framework for adaptive task scheduling in edge-cloud computing with improved SLA compliance, reduced operational costs, and lower task rejection rates.
  10. Self-assessment tool standardizes data center efficiency evaluation
    Modular assessment framework for automated evaluation of data center thermal and energy efficiency using standardized KPI calculations from monitoring systems and historical datasets.
  11. AI4Qual: A Comprehensive Field Guide to LLM-Supported Qualitative Research (Tutorial)
    Learn to integrate large language models into qualitative research with AI4Qual. Master LLM-supported interviewing, coding, and thematic analysis through evidence-based guidance and practical tools.
  12. P2P: From Prompt to Prototype - Functional UI Design with LLMs and MCP
    Tutorial addressing the implementation gap in HCI research through LLM and MCP-enabled functional UI design, bridging conceptual design and deployable interfaces while maintaining accessibility.
  13. CoLyricist: Enhancing Lyric Writing with AI through Workflow-Aligned Support
    AI-assisted lyric writing tool leveraging workflow-stage analysis to provide tailored support for experienced and novice lyricists across theme, ideation, drafting, and melody-fitting phases.
  14. ExPeerience: Towards AI-Assisted Learnersourcing to Bridge Conceptual Understanding and Problem Solving in Database Programming Education
    AI-assisted learnersourcing framework balancing student learning and content reusability in database programming education through structured collaborative roles between learners and LLMs.
  15. Docker’s technical evolution and continued adaptation
    Retrospective analysis of Docker's technical architecture, cross-platform expansion, and evolution toward modular standardization over a decade of development.
  16. Review compares numerical tools for electroweak phase transition analysis
    Explore computational tools for analyzing electroweak phase transitions, including effective potential construction, nucleation rates, and thermodynamic parameters essential for gravitational wave.
  17. Target-only PFAS data can still differentiate overlapping sources
    Tiered PFAS fingerprinting framework for source differentiation using targeted analytics, diagnostic ratios, isomer patterns, and geospatial analysis in complex industrial groundwater settings.
  18. AI improved descriptive metadata for digitized photographs
    Case study of integrating generative AI into archival metadata creation for digitized photographs, demonstrating workflow improvements and standards compatibility within academic libraries.
  19. Fuzzing the brain: automated stress testing for the safety of ML-driven neurostimulation
    Automated stress testing framework using coverage-guided fuzzing to systematically detect unsafe stimulation patterns in machine learning-driven neuroprosthetic devices.
  20. Cloud-native ERM improved flexibility and responsiveness
    Cloud-native ERM framework for multi-sector operations using microservices, cloud data management, and real-time analytics to enhance scalability, responsiveness, and cross-sector coordination.