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20232026
most citedOutlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity

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cs.AI2026

Simulate to Generalize: Scaling Stateful Supervision for API-calling Agents using LLM World Models

Seanie Lee, Sanjoy Chowdhury, Chao Jiang +5

Training agents that generalize to unseen, stateful environments requires a massive dataset of state-changing trajectories covering a vast and diverse set of APIs. However, scaling…