3 papers
cs.LG2025
Memory-Integrated Reconfigurable Adapters: A Unified Framework for Settings with Multiple Tasks
Susmit Agrawal, Krishn Vishwas Kher, Saksham Mittal +2
Organisms constantly pivot between tasks such as evading predators, foraging, traversing rugged terrain, and socializing, often within milliseconds. Remarkably, they preserve knowl…
cs.LG2025
Learning Counterfactually Fair Models via Improved Generation with Neural Causal Models
Krishn Vishwas Kher, Saksham Mittal, Aditya Varun +2
One of the main concerns while deploying machine learning models in real-world applications is fairness. Counterfactual fairness has emerged as an intuitive and natural definition…
cs.LG2025
Unsupervised Structural-Counterfactual Generation under Domain Shift
Krishn Vishwas Kher, Lokesh Venkata Siva Maruthi Badisa, Saksham Mittal +3
Motivated by the burgeoning interest in cross-domain learning, we present a novel generative modeling challenge: generating counterfactual samples in a target domain based on factu…