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Songhao Piao

6 accepted papers

2025

HeR-DRL:Heterogeneous Relational Deep Reinforcement Learning for Single-Robot and Multi-Robot Crowd Navigation

RA-L 2025

Crowd navigation has garnered significant research attention in recent years, particularly with the advent of DRL-based methods. Current DRL-based methods have extensively explored interaction relationships in single-robot scenarios. However, the heterogeneity of multiple interaction relationships i

Cited by 4SourceScholar
2022

VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts

NeurIPS 2022accept

We present a unified Vision-Language pretrained Model (VLMo) that jointly learns a dual encoder and a fusion encoder with a modular Transformer network. Specifically, we introduce Multiway Transformer, where each block contains a pool of modality-specific experts and a shared self-attention layer. B…

2020

UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-Training

ICML 2020poster

We propose to pre-train a unified language model for both autoencoding and partially autoregressive language modeling tasks using a novel training procedure, referred to as a pseudo-masked language model (PMLM). Given an input text with masked tokens, we rely on conventional masks to learn inter-rel…