Orlando Marquez Ayala

Applied Research Scientist, University of Waterloo

Joined

January 2024

Names

Orlando Marquez Ayala (Preferred)

Emails

****@alumni.uwaterloo.ca (Confirmed)

,

****@servicenow.com

,

****@gmail.com

Personal Links

Career & Education History

Applied Research Scientist

University of Waterloo (uwaterloo.ca)

2003 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

Natural Language Processing

2019 – Present

Publications

Terminal Agents Suffice for Enterprise Automation
Patrice Bechard, Orlando Marquez Ayala, Emily Chen, Jordan Skelton, Sagar Davasam, Srinivas Sunkara, Vikas Yadav, Sai Rajeswar
- ICML 2026 AIWILD
- Readers: Everyone
Deep Reflection Hinting: Leveraging Offline Knowledge for Improving LLM Agents Adaptation
Hadi Nekoei, Aman Jaiswal, Patrice Bechard, Oleh Shliazhko, Orlando Marquez Ayala, Mathieu Reymond, Massimo Caccia, Alexandre Drouin, Sarath Chandar, Alexandre Lacoste
- Submitted to ICLR 2026
- Readers: Everyone
Multi-task retriever fine-tuning for domain-specific and efficient RAG
Patrice Bechard, Orlando Marquez Ayala
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows
Orlando Marquez Ayala, Patrice Bechard, Emily Chen, Maggie Baird, Jingfei Chen
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone

Co-Authors