Shangqi Guo

4 papers · 2020–2025 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (10)

Venues

ICML (2) AAAI (1) NeurIPS (1)

Top co-authors

Feng Chen (3) Tianren Zhang (2) Yuqing Guo (1) Yancheng Zhou (1) Xiaolin Hu (1) Tian Tan (1) Lukai Li (1) Yizhou Jiang (1) Zhile Yang (1) Haichuan Gao (1)

Research topics

Machine Learning (3) Artificial Intelligence (2) Reinforcement Learning (2) Core AI (2) Core Methods (2) Methods (2) Knowledge & Reasoning (1) Mathematics & Optimization (1) Learning Types (1) Mathematics (1) Optimization & Theory (1) Representation (1)

Keywords

reinforcement learning (1) sample efficiency (1) multi-task learning (1) sample complexity (1) hierarchical reinforcement learning (1) graph embedding (1) partial observability (1) partially observable (1) causal effect (1) counterfactual inference (1) permutation symmetry (1) subgoal generation (1) task understanding (1) high-level policy (1) history-based learning (1) hierarchical modularity (1) adjacency constraint (1) confusing supervised learning (1) task differentiation (1) complete-tree space (1)

Papers

Complete-Tree Space Favors Data-Efficient Link Prediction ICML 2025 Fast Counterfactual Inference for History-Based Reinforcement Learning AAAI 2023 Generating Adjacency-Constrained Subgoals in Hierarchical Reinforcement Learning NeurIPS 2020 Task Understanding from Confusing Multi-task Data ICML 2020