CYBORG: Cognitive Systems, Bandits, and Optimization Research Group
We focus on bandit problems, reinforcement learning, data science for personalized medicine, multi-agent systems, stream mining, and influence maximization.
Bilkent University, Ankara
Pinned Repositories
ACC-UCB
Implementation of the Adaptive Contextual Combinatorial Upper Confidence Bound (ACC-UCB) algorithm for the contextual combinatorial volatile multi-armed bandit setting.
AOM-MC
Official implementation of Online Context-Aware Task Assignment in Mobile Crowdsourcing via Adaptive Discretization
ESCADA
FeedBAL
Implementation of the FeedBack Adaptive Learning (FeedBAL) algorithm for the episodic multi-armed bandit (eMAB) setting.
Lex-MAB
Implementations of PF-LEX, OM-LEX, and NOM-LEX for the multi-armed bandit with lexicographically ordered objectives (Lex-MAB).
OCLOK-UCB
R-PSI
Implementation of Robust Pareto Set Identification algorithm for multi-objective bandit setting with contaminated bandit feedback
RoBOS
Code for "Robust Bayesian Satisficing"
TCGP-UCB
Implementation of Contextual Combinatorial Multi-output GP Bandits with Group Constraints
Vector-Optimization-AISTATS-2023
Simulation code for AISTATS 2023 paper titled "Vector Optimization with Stochastic Bandit Feedback".
CYBORG: Cognitive Systems, Bandits, and Optimization Research Group's Repositories
Bilkent-CYBORG/ACC-UCB
Implementation of the Adaptive Contextual Combinatorial Upper Confidence Bound (ACC-UCB) algorithm for the contextual combinatorial volatile multi-armed bandit setting.
Bilkent-CYBORG/ESCADA
Bilkent-CYBORG/Lex-MAB
Implementations of PF-LEX, OM-LEX, and NOM-LEX for the multi-armed bandit with lexicographically ordered objectives (Lex-MAB).
Bilkent-CYBORG/RoBOS
Code for "Robust Bayesian Satisficing"
Bilkent-CYBORG/TCGP-UCB
Implementation of Contextual Combinatorial Multi-output GP Bandits with Group Constraints
Bilkent-CYBORG/OCLOK-UCB
Bilkent-CYBORG/Adaptive-epsilon-pal
Implementation of Adaptive-epsilon-pal algorithm for Pareto active learning of black-box functions with expensive evaluations
Bilkent-CYBORG/AOM-MC
Official implementation of Online Context-Aware Task Assignment in Mobile Crowdsourcing via Adaptive Discretization
Bilkent-CYBORG/FeedBAL
Implementation of the FeedBack Adaptive Learning (FeedBAL) algorithm for the episodic multi-armed bandit (eMAB) setting.
Bilkent-CYBORG/R-PSI
Implementation of Robust Pareto Set Identification algorithm for multi-objective bandit setting with contaminated bandit feedback
Bilkent-CYBORG/SALE-LTS
Bilkent-CYBORG/Vector-Optimization-AISTATS-2023
Simulation code for AISTATS 2023 paper titled "Vector Optimization with Stochastic Bandit Feedback".
Bilkent-CYBORG/PaVeBa
Code for "Learning the Pareto Set Under Incomplete Preferences: Pure Exploration in Vector Bandits"
Bilkent-CYBORG/VectOptAL
Vector Optimization with Active Learning
Bilkent-CYBORG/VOGP
Code for "Vector Optimization with Gaussian Process Bandits"