8 papers
Decay-Ramsey Sequences
Francesco Di Braccio, Simon Griffiths, Pedram Noohi +1
Given a sequence of positive real numbers, we say that a colouring is -bounded if the proportion of edges coloured…
Defense via Consensus: Mitigating Subliminal Learning through Multi-Teacher Distillation
Adhyyan Narang, Artin Tajdini, Claire Zhang +1
Fine-tuning can introduce unwanted behaviors through deliberate poisoning or unexpected generalization from seemingly benign data. Because these effects may be difficult to anticip…
Improved Regret Bounds for Linear Bandits with Heavy-Tailed Rewards
Artin Tajdini, Jonathan Scarlett, Kevin Jamieson
We study stochastic linear bandits with heavy-tailed rewards, where the rewards have a finite -absolute central moment bounded by for some . We improv…
Learning to Incentivize in Repeated Principal-Agent Problems with Adversarial Agent Arrivals
Junyan Liu, Arnab Maiti, Artin Tajdini +2
We initiate the study of a repeated principal-agent problem over a finite horizon , where a principal sequentially interacts with types of agents arriving in an advers…
Corruption-Robust Linear Bandits: Minimax Optimality and Gap-Dependent Misspecification
Haolin Liu, Artin Tajdini, Andrew Wagenmaker +1
In linear bandits, how can a learner effectively learn when facing corrupted rewards? While significant work has explored this question, a holistic understanding across different a…
Nearly Minimax Optimal Submodular Maximization with Bandit Feedback
Artin Tajdini, Lalit Jain, Kevin Jamieson
We consider maximizing an unknown monotonic, submodular set function with cardinality constraint under stochastic bandit feedback. At each time $t=1,…
Time and Query Optimal Quantum Algorithms Based on Decision Trees
Salman Beigi, Leila Taghavi, Artin Tajdini
It has recently been shown that starting with a classical query algorithm (decision tree) and a guessing algorithm that tries to predict the query answers, we can design a quantum…
On a question of Haemers regarding vectors in the nullspace of Seidel matrices
Saieed Akbari, Sebastian M. Cioabă, Samira Goudarzi +2
In 2011, Haemers asked the following question: If is the Seidel matrix of a graph of order and is singular, does there exist an eigenvector of corresponding to …