62 citations · 153 across the 36 of their papers we have counts for
3 papers · 1 filter
World Model Control by Trajectory Reachability Metrics
Liangyu Li, Shengzhi Wang, Libin Qiu +2
Latent world models can learn representations that contain information needed for control, while the downstream controller may still rank candidate actions poorly when it relies on…
Squeeze Out Tokens from Sample for Finer-Grained Data Governance
Weixiong Lin, Chen Ju, Haicheng Wang +8
Widely observed data scaling laws, in which error falls off as a power of the training size, demonstrate the diminishing returns of unselective data expansion. Hence, data governan…
No More Tuning: Prioritized Multi-Task Learning with Lagrangian Differential Multiplier Methods
Zhengxing Cheng, Yuheng Huang, Zhixuan Zhang +2
Given the ubiquity of multi-task in practical systems, Multi-Task Learning (MTL) has found widespread application across diverse domains. In real-world scenarios, these tasks often…