3 papers
cs.MA2026
Multi-Agent Computer Use
Jing Yu Koh, Ruslan Salakhutdinov, Daniel Fried
Computer use agents (CUAs) today are primarily deployed as single serial agents. This setup is suboptimal for complex long-horizon tasks that benefit from task decomposition, paral…
cs.LG2026
Odysseys: Benchmarking Web Agents on Realistic Long Horizon Tasks
Lawrence Keunho Jang, Jing Yu Koh, Daniel Fried +1
Existing web agent benchmarks have largely converged on short, single-site tasks that frontier models are approaching saturation on. However, real world web use consists of long-ho…
cs.AI2026
Tree Search for Language Model Agents
Jing Yu Koh, Stephen McAleer, Daniel Fried +1
Autonomous agents powered by language models (LMs) have demonstrated promise in their ability to perform decision-making tasks such as web automation. However, a key limitation rem…