Shaofei Cai
Shaofei Cai has 3 papers in our library, in 2023, most of them on Vision & language; often with Anji Liu, Xiaojian Ma, Yitao Liang.
OpenAlex · ORCID · h-index 8 · 33 works · 247 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 617 times in our library · ⭐ Paper Stars ranking: #6302
Affiliations
🎓Peking UniversityBeijing ·
China2023–2026 · 11 papers🏛️Chinese Academy of SciencesBeijing ·
China2020–2024 · 6 papers🔬Institute of Computing TechnologyBeijing ·
China2020–2024 · 6 papers🎓University of Chinese Academy of SciencesBeijing ·
China2020–2022 · 4 papers
Fields, topics and concepts
📚 Shelves 2The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 3 worksComputer Science · 3 works
🧭 Topics 1Research subjects and languages the work is about.Vision & language · 1 work
Works by year
2020s
Papers
- Describe, Explain, Plan and Select: Interactive Planning with Large Language Models Enables Open-World Multi-Task Agents (2023 · 174 citations)
The paper tackles task planning for embodied agents in open-world settings such as Minecraft. Two problems make LLM planners fail there. Tasks need long chains of dependent sub-goals, so a plan written in one pass is often wrong. Plans also ignore which of several alternative sub-goals the agent can reach most easily… - JARVIS-1: Open-World Multi-task Agents with Memory-Augmented Multimodal Language Models (2023 · 47 citations)
Agents in open worlds need to plan over long horizons, respond to what they observe, and keep improving as the range of possible tasks grows without limit. - Open-World Multi-Task Control Through Goal-Aware Representation Learning and Adaptive Horizon Prediction (2023 · 18 citations)
The paper tackles training a single goal-conditioned agent for many tasks in Minecraft. The authors identify two obstacles. First, the game's scenes are so varied that observations reveal little about which task is being pursued. Second, partial observability makes the dynamics non-stationary, so the agent cannot…
Co-authors here
- Anji Liu ×3
- Xiaojian Ma ×3
- Yitao Liang ×3
- Zihao Wang ×3
- Bowei Zhang
- Haowei Lin
- Yaodong Yang
- Zhaofeng He
- Zilong Zheng
Venues
- IEEE Computer Society Conference on Computer Vision and Pattern Recognition: IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2023
Cited by
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