activity
20232026
most citedCompositional Learning of Visually-Grounded Concepts Using Reinforcement

3 citations · 3 across the 5 of their papers we have counts for

collaborators

7 papers

cs.CV2026

GameDirector: Decoupling Gameplay Logic from Rendering for Player-Configurable Game World Models

Zijun Lin, Zhiyang Deng, Yuzhe Wu +2

Recent game world models support realistic visual simulation and interactive gameplay based on player inputs. However, they typically learn environment dynamics from pixel-level su…

cs.CV2026

StatePlay: State-Aware Game World Models for Mechanics-Consistent Generation

Zijun Lin, Zeqing Wang, Cheston Tan +2

Recent game world models can generate visually realistic and interactive environments conditioned on player actions. However, games are not defined by pixels alone; they are govern…

cs.RO2025

FailSafe: Reasoning and Recovery from Failures in Vision-Language-Action Models

Zijun Lin, Jiafei Duan, Haoquan Fang +4

Recent advances in robotic manipulation have integrated low-level robotic control into Vision-Language Models (VLMs), extending them into Vision-Language-Action (VLA) models. Altho…

cs.CV2025

GroundFlow: A Plug-in Module for Temporal Reasoning on 3D Point Cloud Sequential Grounding

Zijun Lin, Shuting He, Cheston Tan +1

Sequential grounding in 3D point clouds (SG3D) refers to locating sequences of objects by following text instructions for a daily activity with detailed steps. Current 3D visual gr…

cs.CV2025

Human-like compositional learning of visually-grounded concepts using synthetic environments

Zijun Lin, M Ganesh Kumar, Cheston Tan

The compositional structure of language enables humans to decompose complex phrases and map them to novel visual concepts, showcasing flexible intelligence. While several algorithm…

cs.RO2025

FlowPlan: Zero-Shot Task Planning with LLM Flow Engineering for Robotic Instruction Following

Zijun Lin, Chao Tang, Hanjing Ye +1

Robotic instruction following tasks require seamless integration of visual perception, task planning, target localization, and motion execution. However, existing task planning met…

cs.LG2023★ 3 cited

Compositional Learning of Visually-Grounded Concepts Using Reinforcement

Zijun Lin, Haidi Azaman, M Ganesh Kumar +1

Children can rapidly generalize compositionally-constructed rules to unseen test sets. On the other hand, deep reinforcement learning (RL) agents need to be trained over millions o…