3 papers
cs.AI2026
Adversarial Review: Structured Disagreement for Grounded Agentic Code Review
Eric S. Qiu, Joyce Gill
Early multi-agent LLM systems often used role-separated teams, yet scaling agent count yields diminishing returns on repository-level coding tasks. Recent alternatives treat agents…
cs.MA2026
Voting Protocols as Coordination Mechanisms for Role-Constrained Multi-Agent Tutoring Systems
Eric S. Qiu, Joyce Gill
Agentic tutoring systems introduce a coordination challenge: multiple agents may propose different but reasonable interventions, yet only one response can be delivered to the learn…
cs.LG2026
From Heuristics to Analytics: Forecasting Effort and Progress in Online Learning
Eric S. Qiu, Danielle R. Thomas, Boyuan Guo +2
Sustained effort is essential for realizing the benefits of intelligent tutoring systems (ITS), yet many learners disengage or underuse available practice time. We introduce engage…