Instructional Material
Video-Mined Task Graphs for Keystep Recognition in Instructional Videos
Instructional "how-to" videos online allow users to master new skills and everyday DIY tasks, from
Selective Sampling and Imitation Learning via Online Regression
We consider the problem of Imitation Learning (IL) by actively querying noisy expert for feedback.
TradeMaster Appendix
Then, we discuss on the tutorials and scripts of the core features in TradeMaster.
A Cooperative Role Playing The Good Mind
For each (topic, subtopic) pair, we generate and solve 80 problems using GPT4.
T2T: From Distribution Learning in Training to Gradient Search in Testing for Combinatorial Optimization
Figure 2: Diffusion modeling for CO solving where the model learns how to gradually denoise from the random noise to predict each step's
Provably Fast Finite Particle Variants of SVGD via Virtual Particle Stochastic Approximation
Although the population (i.e, infinite-particle) limit dynamics of SVGD is well characterized, its behavior in the finite-particle regime is far less understood.
Train Once, Get a Family: State-Adaptive Balances for Offline-to-Online Reinforcement Learning
Easily integrated, FamO2O statistically enhances existing algorithms' performance.