Stochasticity Is Not the Hard Part: Reduction and Complexity in Instructional Sequencing over Prerequisite DAGs

arXiv:2608.05455 · cs.AI, cs.DS · Submitted 2026-08-05 · Read on arXiv

cs.AI, cs.DS

Submitted: 2026-08-05

Updated: 2026-09-25

Terminology

Regret — 16× in this paper · explained in 3 episodes
Reinforcement Learning — 5× in this paper · explained in 4 episodes
Consistency — 4× in this paper · explained in 3 episodes
AUC — 2× in this paper · explained in 2 episodes
Admissibility — 2× in this paper · explained in 2 episodes
Core — 2× in this paper · explained in 2 episodes
Ablation — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Degeneracy — 1× in this paper · explained in 3 episodes
Fidelity — 1× in this paper · explained in 2 episodes
Frozen model — 1× in this paper · explained in 3 episodes
Frustration — 1× in this paper · explained in 2 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
Pruning — 1× in this paper · explained in 4 episodes
Stochastic Dynamics — 1× in this paper · explained in 2 episodes
Topological Order — 1× in this paper · explained in 2 episodes
Trace — 1× in this paper · explained in 2 episodes

Sources

Order-Sensitive Sequential Interventions on Ideal Lattices

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