Institution

University of Waterloo

A Canadian research university known for computer science, software engineering, and machine learning.

Direct Corpus Interaction: Letting Agents grep Instead of a Retriever

Direct Corpus Interaction (DCI) lets a search agent grep the raw corpus instead of calling a retriever. On BrowseComp-Plus it lifts accuracy from 69.0% to 80.0% while cutting cost 29.4%.

Code Generation · University of Waterloo

Code2LoRA: Hypernetworks That Generate Repo-Specific LoRA Adapters

Code2LoRA trains a hypernetwork to emit a repo-specific LoRA adapter for a code model with no inference-time token cost — 66.2% in-repo and 63.8% cross-repo exact match, plus an Evo variant that tracks diffs with a GRU.