2 citations · 2 across the 5 of their papers we have counts for
5 papers
Structured Relational Representations
Arun Kumar, Paul Schrater
Invariant representations are core to representation learning, yet a central challenge remains: uncovering invariants that are stable and transferable without suppressing task-rele…
Knowledge-Centric Metacognitive Learning
Arun Kumar, Paul Schrater
Interactions are central to intelligent reasoning and learning abilities, with the interpretation of abstract knowledge guiding meaningful interaction with objects in the environme…
Belief dynamics extraction
Arun Kumar, Zhengwei Wu, Xaq Pitkow +1
Animal behavior is not driven simply by its current observations, but is strongly influenced by internal states. Estimating the structure of these internal states is crucial for un…
Temporal Proximity induces Attributes Similarity
Arun Kumar, Karan Aggarwal, Paul Schrater
Users consume their favorite content in temporal proximity of consumption bundles according to their preferences and tastes. Thus, the underlying attributes of items implicitly mat…
Novelty Learning via Collaborative Proximity Filtering
Arun Kumar, Paul Schrater
The vast majority of recommender systems model preferences as static or slowly changing due to observable user experience. However, spontaneous changes in user preferences are ubiq…