2 papers
cs.LG2026
Convergence Theory of Knowledge Distillation in Asynchronous P2P Gossip Learning Network
Lucas Qingyang Fang, Tiyao Liu, Jinhao Jing +4
Decentralized, serverless learning increasingly connects devices running different architectures, where the standard tool, decentralized SGD, is undefined as models with different…
cs.CL2026
Sell More, Play Less: Benchmarking LLM Realistic Selling Skill
Xuanbo Su, Wenhao Hu, Le Zhan +8
Sales dialogues require multi-turn, goal-directed persuasion under asymmetric incentives, which makes them a challenging setting for large language models (LLMs). Yet existing dial…