activity
20192024
most citedRelational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL

1 citations · 2 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2024

Enhancing Long Video Generation Consistency without Tuning

Xingyao Li, Fengzhuo Zhang, Jiachun Pan +3

Despite the considerable progress achieved in the long video generation problem, there is still significant room to improve the consistency of the generated videos, particularly in…

cs.AI2024★ 1 cited

Unveiling the Statistical Foundations of Chain-of-Thought Prompting Methods

Xinyang Hu, Fengzhuo Zhang, Siyu Chen +1

Chain-of-Thought (CoT) prompting and its variants have gained popularity as effective methods for solving multi-step reasoning problems using pretrained large language models (LLMs…

cs.LG2022★ 1 cited

Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL

Fengzhuo Zhang, Boyi Liu, Kaixin Wang +3

The cooperative Multi-A gent R einforcement Learning (MARL) with permutation invariant agents framework has achieved tremendous empirical successes in real-world applications. Unfo…

cs.LG2021

Active-LATHE: An Active Learning Algorithm for Boosting the Error Exponent for Learning Homogeneous Ising Trees

Fengzhuo Zhang, Anshoo Tandon, Vincent Y. F. Tan

The Chow-Liu algorithm (IEEE Trans.~Inform.~Theory, 1968) has been a mainstay for the learning of tree-structured graphical models from i.i.d.\ sampled data vectors. Its theoretica…

stat.ML2021

Robustifying Algorithms of Learning Latent Trees with Vector Variables

Fengzhuo Zhang, Vincent Y. F. Tan

We consider learning the structures of Gaussian latent tree models with vector observations when a subset of them are arbitrarily corrupted. First, we present the sample complexiti…

eess.SY2019

Cooperative Vision-based Localization Networks with Communication Constraints

Fengzhuo Zhang, Kai Gu, Yuan Shen

Accurate location information is indispensable for the emerging applications of \ac{iov}, such as automatic driving and formation control. In the real scenario, vision-based locali…