5 papers · 1 filter
LoRASpace: A Pool-Wide Shared Substrate for Static and Dynamic Multi-LoRA Composition
Thamirawaran Sathiyalogeswaran, Navindu De Silva, Chamikara Siriwardane +4
Low-rank adaptation (LoRA) attaches small low-rank matrices to a frozen backbone, and public repositories host many LoRAs per backbone, each for a different concept or task. Combin…
Automated Prefetching for Object Spatial Programming Using Temporal Trace Graphs
Baichuan Li, Jayanaka Dantanarayana, Savini Kashmira +2
Dependent database accesses can serialize application--database round trips on a request's critical path. Planning across traversal steps requires knowing both which relationships…
ContextRender: From Execution Dependencies to Agent Context
Savini Kashmira, Jayanaka L. Dantanarayana, Lingjia Tang +1
LLM agents performing long-horizon tasks accumulate tool results that later steps may need. Passing the full history to every invocation is costly even when it fits within the cont…
SIGIL: Skill Compilation for Reliable and Efficient Agent Execution
Jayanaka Dantanarayana, Savini Kashmira, Lingjia Tang +1
Agent skills describe reusable procedures, but runtime models must still interpret their instructions and coordinate execution. We introduce Skill Compilation, which translates the…
Kernel Forge: An Agent Harness for LLM-based Generation and Optimization of CUDA Kernels
Joshua Brodsky, Dhravid Kumar, Savini Kashmira +4
Machine learning models are increasingly embedded in everyday software, and most of their runtime is spent in a small set of compute kernels such as matrix multiplication, convolut…