Aleksandr Panov
12 papers · 2023–2026 · 4 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (27) 🌍 Conference Polyglot · Bronze 🗃️ Keyword Collector (55) 🌈 Renaissance Researcher (5)
⚡
Prolific Year · Productive
💎
Century Club · Bronze
Top co-authors
Research topics
Artificial Intelligence
(7)
Core AI
(7)
Deep Learning
(6)
Machine Learning
(5)
Reinforcement Learning
(5)
Methods
(5)
Robotics
(3)
Architectures
(3)
Learning Types · Machine Learning
(3)
Applications
(2)
Core Methods
(2)
Learning Types · Deep Learning
(2)
Optimization & Theory
(2)
Knowledge & Reasoning
(1)
Natural Language Processing
(1)
Keywords
multi-agent path finding
(4)
heuristic search
(3)
lifelong learning
(2)
multi-agent reinforcement learning
(2)
decentralized planning
(2)
neural network
(2)
attention mechanism
(1)
instruction following
(1)
imitation learning
(1)
transformer
(1)
policy learning
(1)
zero-shot learning
(1)
hebbian learning
(1)
distribution shift
(1)
monte carlo tree search
(1)
energy minimization
(1)
partially observable
(1)
supervised learning
(1)
continuous action space
(1)
reinforcement learning
(1)
Papers
CAMAR: Continuous Actions Multi-Agent Routing
AAAI 2026
AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment
ACL 2025
CrafText Benchmark: Advancing Instruction Following in Complex Multimodal Open-Ended World
ACL 2025
Learning Successor Features with Distributed Hebbian Temporal Memory
ICLR 2025
MAPF-GPT: Imitation Learning for Multi-Agent Pathfinding at Scale
AAAI 2025
POGEMA: A Benchmark Platform for Cooperative Multi-Agent Pathfinding
ICLR 2025
Relational Object-Centric Actor-Critic
CLeaR 2025
Decentralized Monte Carlo Tree Search for Partially Observable Multi-Agent Pathfinding
AAAI 2024
Gradual Optimization Learning for Conformational Energy Minimization
ICLR 2024
Learn to Follow: Decentralized Lifelong Multi-Agent Pathfinding via Planning and Learning
AAAI 2024
Object-Centric Learning with Slot Mixture Module
ICLR 2024
TransPath: Learning Heuristics for Grid-Based Pathfinding via Transformers
AAAI 2023