2 citations · 2 across the 4 of their papers we have counts for
4 papers
Beyond Statistical Learning: Exact Learning Is Essential for General Intelligence
András György, Tor Lattimore, Nevena Lazić +1
Sound deductive reasoning -- the ability to derive new knowledge from existing facts and rules -- is an indisputably desirable aspect of general intelligence. Despite the major adv…
Toward Understanding In-context vs. In-weight Learning
Bryan Chan, Xinyi Chen, András György +1
It has recently been demonstrated empirically that in-context learning emerges in transformers when certain distributional properties are present in the training data, but this abi…
TensorPlan and the Few Actions Lower Bound for Planning in MDPs under Linear Realizability of Optimal Value Functions
Gellért Weisz, Csaba Szepesvári, András György
We consider the minimax query complexity of online planning with a generative model in fixed-horizon Markov decision processes (MDPs) with linear function approximation. Following…
Perceptually Constrained Adversarial Attacks
Muhammad Zaid Hameed, Andras Gyorgy
Motivated by previous observations that the usually applied norms () do not capture the perceptual quality of adversarial examples in image classification, we p…