2 papers
cs.LG2026
PURGE: Projected Unlearning via Retain-Guided Erasure
Vedant Jawandhia, Daksh Ahuja, Ghufran Alam Siddiqui +3
We propose PURGE, a machine unlearning algorithm built on a simple but an under-exploited observation: continual learning (CL) and machine unlearning (MU) which are fundamentally d…
cs.CL2026
Measuring Representation Robustness in Large Language Models for Geometry
Vedant Jawandhia, Yash Sinha, Murari Mandal +2
Large language models (LLMs) are increasingly evaluated on mathematical reasoning, yet their robustness to equivalent problem representations remains poorly understood. In geometry…