4 papers
Context is Environment
Sharut Gupta, Stefanie Jegelka, David Lopez-Paz +1
Two lines of work are taking the central stage in AI research. On the one hand, the community is making increasing efforts to build models that discard spurious correlations and ge…
A Closer Look at In-Context Learning under Distribution Shifts
Kartik Ahuja, David Lopez-Paz
In-context learning, a capability that enables a model to learn from input examples on the fly without necessitating weight updates, is a defining characteristic of large language…
Towards a Theory of Societal Co-Evolution: Individualism versus Collectivism
Kartik Ahuja, Simpson Zhang, Mihaela van der Schaar
Substantial empirical research has shown that the level of individualism vs. collectivism is one of the most critical and important determinants of societal traits, such as economi…
Distributed Interference Management Policies for Heterogeneous Small Cell Networks
Kartik Ahuja, Yuanzhang Xiao, Mihaela van der Schaar
We study the problem of interference management in large-scale small cell networks, where each user equipment (UE) needs to determine in a distributed manner when and at what power…