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Author

Saurabh Jha

2 papers indexed here

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Jul 2026

CADENCE: Closing the Reasoning Gap via Coverage-Adaptive On-Policy Distillation

CADENCE, a unified framework with a targeted fix for each compounding failure modes, is presented, showing principled distillation reaches strong reasoning quality without datacenter-scale hardware.

Satyam Kumar, Saurabh Jha · 0 citations
#artificial intelligence Preprint Aug 2026

Towards a Belief-Based World Model for LLM Agents

The results show that giving LLM agents access to world model beliefs improves task performance under partial observability, while remaining complementary to existing simulation-based world models.

Shubham Kumar, Harshit Kumar, Narendra Ahuja et al. · 0 citations

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