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cs.GT2026
Approximating Combinatorial Contracts with Arbitrary Costs
Xiaotie Deng, Hanyu Li, Chenghua Liu
We study single-agent combinatorial contracts under linear payments. Under a reward share , an agent chooses a subset of hidden actions, generating reward …
cs.GT2026
Cardinality-Constrained Randomized Assortments with Balanced Market Share
Xiaotie Deng, Hanyu Li, Chenghua Liu
Assortment optimization asks a seller which of products to display to each customer. Under the multinomial-logit (MNL) model, a revenue-maximizing policy may concentrate most p…
cs.CL2026
Reinforcement Learning for Chain of Thought Compression with One-Domain-to-All Generalization
Hanyu Li, Jiangshan Duo, Bofei Gao +4
Chain-of-thought reasoning in large language models can trigger an "overthinking trap": longer rollouts raise cost and latency yet often yield unreliable accuracy gains. Existing m…