Prashant Doshi
19 papers · 2013–2025 · 6 conferences · across top CS/AI conferences
Achievements
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🧭 Keyword Pioneer 🌍 Conference Polyglot (6) 🌈 Renaissance Researcher (5) 🌉 Interdisciplinary Bridge 🏃 Academic Marathon (12)
🧭
Keyword Pioneer
🐣
Hot Topic Early Bird
🌉
Interdisciplinary Bridge
💎
Century Club
(19)
⚡
Prolific Year
(5)
🚀
Conference Pioneer
📈
Trend Setter
❓
The Questioner
🔥
Unstoppable
(5)
🗃️
Keyword Collector
(67)
Conferences
UAI (6)
IJCAI (4)
AAAI (3)
NIPS (3)
PGM (2)
CORL (1)
Top co-authors
Keywords
sum-product network
(4)
inverse reinforcement learning
(3)
partial observability
(3)
probabilistic graphical model
(3)
partially observable markov decision process
(2)
belief state
(2)
tractable inference
(2)
reward function
(2)
structure learning
(2)
probabilistic model
(2)
open multi-agent system
(2)
multi-agent planning
(2)
graphical model
(2)
bayesian inference
(2)
decision-theoretic planning
(2)
nonnegative matrix factorization
(1)
policy learning
(1)
expectation maximization
(1)
maximum entropy
(1)
online learning
(1)
Papers
MOHITO: Multi-Agent Reinforcement Learning using Hypergraphs for Task-Open Systems
UAI 2025
Adaptive Human-Robot Collaboration using Type-Based IRL
UAI 2025
An Autoencoder-Like Nonnegative Matrix Co-Factorization for Improved Student Cognitive Modeling
NIPS 2024
Reinforcement learning in many-agent settings under partial observability
UAI 2022
Decision-theoretic planning with communication in open multiagent systems
UAI 2022
Online Inverse Reinforcement Learning with Learned Observation Model
CORL 2022
Marginal MAP estimation for inverse RL under occlusion with observer noise
UAI 2022
Anytime Learning of Sum-Product and Sum-Product-Max Networks
PGM 2022
State-Based Recurrent SPMNs for Decision-Theoretic Planning under Partial Observability
IJCAI 2021
A Novel AI-based Methodology for Identifying Cyber Attacks in Honey Pots
AAAI 2021
Scalable Decision-Theoretic Planning in Open and Typed Multiagent Systems
AAAI 2020
Model-Free IRL Using Maximum Likelihood Estimation
AAAI 2019
Evacuate or Not? A POMDP Model of the Decision Making of Individuals in Hurricane Evacuation Zones
UAI 2019
Online Structure Learning for Feed-Forward and Recurrent Sum-Product Networks
NIPS 2018
Sum-Product-Max Networks for Tractable Decision Making
IJCAI 2016
Dynamic Sum Product Networks for Tractable Inference on Sequence Data
PGM 2016
Individual Planning in Infinite-Horizon Multiagent Settings: Inference, Structure and Scalability
NIPS 2015
Toward Estimating Others' Transition Models Under Occlusion for Multi-Robot IRL
IJCAI 2015
Bimodal Switching for Online Planning in Multiagent Settings
IJCAI 2013