"Over the Shoulder: Improving SBOM Accuracy by Watching the Build" · PDF
Sanchit Sahay, Vyom Yadav, Abhishek Reddypalle, Uk Jang, Marco De Vincenzi, Santiago Torres-Arias, Justin CapposTo appear in Conference on Software Supply Chain Offensive Research and Ecosystem Defenses (SCORED '26), October 06, 2026, Prague, Czech Republic
A kernel module implementing Apple's HFS+ filesystem for FreeBSD 14 — modernizing the VFS-layer APIs, removing Darwin dependencies, and building the mount_hfs, newfs_hfs, and fsck_hfs userland utilities.
Compares LLM fine-tuning strategies and documents the trade-offs between them: PEFT (LoRA, QLoRA, GoRA), quantization, and distributed-GPU training (DDP and FSDP).
Benchmarks optimization techniques for Learned Bloom Filters, weighing false-positive rate against memory use across Projection Hashing, Caching, and LoRA.
A single place for college students to keep their academic and professional data. It pulls from Notion and Gmail to track job applications, and uses RAG over personal notes so they can be queried in plain language.