2 papers
cs.AI2026
On-Device Deep Research at 4B: Exposure Bounds Faithfulness, Retrieval Bounds Coverage
Vinay Kumar Chaganti
On-device research agents search a corpus, read sources, and write a cited brief on a personal laptop. Whether their citations are faithful, and at what cost, is unmeasured for a d…
cs.AI2026
Different Teachers, Different Capabilities: Sub-1B On-Device Distillation for Structured Text Enrichment
Vinay Kumar Chaganti
High-volume structured extraction pays a large model's latency on every item, so distilling the task into a small on-device model is attractive: comparable output at a fraction of…