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cs.CL2026
CATPO: Critique-Augmented Tree Policy Optimization
Ayush Singh, Umang Goyal, Ankur Dahiya
Reinforcement learning with verifiable rewards (RLVR) has become a dominant paradigm for improving the reasoning capabilities of large language models (LLMs). Recent tree-based met…
cs.AI2026
SIDiffAgent: Self-Improving Diffusion Agent
Shivank Garg, Ayush Singh, Gaurav Kumar Nayak
Text-to-image diffusion models have revolutionized generative AI, enabling high-quality and photorealistic image synthesis. However, their practical deployment remains hindered by…