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cs.LG2026
Beyond Peak Backlog: Conditional Energy and Temporal Geometry in Capacity-Constrained Delayed Bandit Optimization
Anling Xiang, Yuwen Yang, Yang Shen
What is the right delay complexity when a learner can track only pending feedback items and discarded feedback is permanently lost? Existing one-point bandit convex optimizatio…
cs.CL2026
AutoTail-BSFGM: Class-Balance-Aware Fine-Tuning for Chinese Scholarly Text Classification
Anling Xiang, Yuwen Yang, Yang Shen
Scholarly text classification supports literature organization, subject indexing, and research intelligence, but Chinese scholarly corpora often contain imbalanced and semantically…
cs.AI2026
Double-Edged Sword or Sharp Tool? Designing and Evaluating Triadic LLM-Teacher Collaboration for K-12 Writing at Scale
Canran Wang, Yuwen Yang, Zhen Wang +5
The double-edged sword of integrating Large Language Models (LLMs) requires an effective triadic collaboration mechanism among LLMs, teachers and students, especially for K-12 educ…