2 papers
cs.AI2026
Not Worth Another Token: Marginal Value Estimation for Efficient Deep Research Agents
Harshitha Kolukuluru, Reshma Ashok, Kirat Arora +7
Long-horizon research agents solve open-ended tasks through iterative retrieval, aggregation, and synthesis, but context grows rapidly while the marginal value of additional eviden…
cs.AI2026
Assessing Domain-Level Susceptibility to Emergent Misalignment from Narrow Finetuning
Abhishek Mishra, Mugilan Arulvanan, Reshma Ashok +3
Emergent misalignment poses risks to AI safety as language models are increasingly used for autonomous tasks. In this paper, we present a population of large language models (LLMs)…