RankCert: When Can Simulated Learners Safely Select an AI Tutor? Robust Decision Certification Under Structural Uncertainty

arXiv:2609.26069 · cs.AI, cs.CY, cs.LG · Submitted 2026-08-02 · Read on arXiv

cs.AI, cs.CY, cs.LG

Submitted: 2026-08-02

Updated: 2026-08-02

Comments: 19 pages, 5 figures, 7 tables. Submitted to ACM Transactions on Intelligent Systems and Technology (TIST)

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Abstention — 33× in this paper · explained in 1 episode
Benchmark — 32× in this paper · explained in 2 episodes
Regret — 27× in this paper · explained in 3 episodes
Calibration — 22× in this paper · explained in 7 episodes
AUC — 4× in this paper · explained in 2 episodes
Robustness — 4× in this paper · explained in 5 episodes
EMMA — 2× in this paper · explained in 2 episodes
Minimax Regret — 2× in this paper · explained in 2 episodes
Reinforcement Learning — 2× in this paper · explained in 4 episodes
Adam — 1× in this paper · explained in 2 episodes
Aggregation — 1× in this paper · explained in 1 episode
Decision Risk — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Knowledge Tracing Models — 1× in this paper · explained in 2 episodes
Procedural Knowledge — 1× in this paper · explained in 2 episodes
Provenance — 1× in this paper · explained in 4 episodes

Sources

EdNet: A Large-Scale Hierarchical Dataset in Education

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