On the Relation Between Interval Regret and Dynamic Regret

arXiv:2609.34423 · cs.LG, math.OC, stat.ML · Submitted 2026-09-28 · Read on arXiv

cs.LG, math.OC, stat.ML

Submitted: 2026-09-28

Updated: 2026-09-28

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

Terminology

• Regret — 124× in this paper · explained in 3 episodes
• Adaptivity — 10× in this paper · explained in 1 episode
• Aggregation — 8× in this paper · explained in 1 episode
• International Conference on Machine Learning — 3× in this paper
• Annual Conference on Learning Theory — 2× in this paper
• Non-stationarity — 2× in this paper · explained in 2 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Adaptive Algorithm — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Loss Function — 1× in this paper · explained in 2 episodes
• Theoretical Guarantees — 1× in this paper · explained in 2 episodes

Sources

• Online Learning: A Modern Introduction Using Convex Optimization
• Online Learning with Gradient-Variation Interval Regret

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