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cs.LG2026
Collaborative Yet Personalized Policy Training: Single-Timescale Federated Actor-Critic
Leo Muxing Wang, Pengkun Yang, Lili Su
Despite the popularity of the actor-critic method and the practical needs of collaborative policy training, existing works typically either overlook environmental heterogeneity or…
cs.MM2026
Accelerating Multi-Condition T2I Generation via Adaptive Condition Offloading and Pruning
Yuxin Kong, Peng Yang, Chongbin Yi +2
Text-to-image (T2I) generation using multiple conditions enables fine-grained user control on the generated image. Yet, incorporating multi-condition inputs incurs substantial comp…
cs.AI2026
SynerDiff: Synergetic Continuous Batching for Fast and Parallel Diffusion Model Inference
Ziqi Zhou, Peng Yang, Yuxin Liang +2
The expansion of Artificial Intelligence-generated content service requires diffusion model serving to simultaneously achieve high throughput and low task end-to-end (E2E) latency.…