Subramanyam Sahoo, Aman Chadha, Vinija Jain, Divya Chaudhary

Articles by Subramanyam Sahoo, Aman Chadha, Vinija Jain, Divya Chaudhary

Academic · 1 min

The Reasoning Trap -- Logical Reasoning as a Mechanistic Pathway to Situational Awareness

arXiv:2603.09200v1 Announce Type: new Abstract: Situational awareness, the capacity of an AI system to recognize its own nature, understand its training and deployment context, and …

18 views Mar 11

Academic · 1 min

SAHOO: Safeguarded Alignment for High-Order Optimization Objectives in Recursive Self-Improvement

arXiv:2603.06333v1 Announce Type: new Abstract: Recursive self-improvement is moving from theory to practice: modern systems can critique, revise, and evaluate their own outputs, yet iterative …

Subramanyam Sahoo, Aman Chadha, Vinija Jain, Divya Chaudhary

18 views Mar 9

Academic · 1 min

When Shallow Wins: Silent Failures and the Depth-Accuracy Paradox in Latent Reasoning

arXiv:2603.03475v1 Announce Type: new Abstract: Mathematical reasoning models are widely deployed in education, automated tutoring, and decision support systems despite exhibiting fundamental computational instabilities. We …

Subramanyam Sahoo, Aman Chadha, Vinija Jain, Divya Chaudhary

16 views Mar 6

Subramanyam Sahoo, Aman Chadha, Vinija Jain, Divya Chaudhary

Articles by Subramanyam Sahoo, Aman Chadha, Vinija Jain, Divya Chaudhary

The Reasoning Trap -- Logical Reasoning as a Mechanistic Pathway to Situational Awareness

SAHOO: Safeguarded Alignment for High-Order Optimization Objectives in Recursive Self-Improvement

When Shallow Wins: Silent Failures and the Depth-Accuracy Paradox in Latent Reasoning

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