4 papers
Toward Personal Intelligence Through Cooperative Observation
Yashar Talebirad, Osman Jime, Ali Parsaee +3
A personal AI system needs a model of the user's goals, constraints, and ongoing commitments to plan and act on their behalf, and the quality of that model is bounded by what the s…
Memory Is Communication: The Frontier Between Remembering and Signaling
Yashar Talebirad, Eden Redman, Ali Parsaee +1
A bounded agent may obtain information for a decision from its own past, from peers, or from both sources. Retaining task-relevant history can reduce later communication, while a p…
Why Solve It Twice? Hierarchical Accumulation of Skills for Transfer-Efficient ML Engineering
Yongbin Kim, Yashar Talebirad, Osmar R. Zaiane
ML engineering agents waste compute rediscovering known techniques because every competition is a cold start. We present HASTE, a hierarchical multi-agent system that organizes cro…
From Signals to Structure: How Memory Architecture Drives Language Emergence in LLM Agents
Yashar Talebirad, Eden Redman, Ali Parsaee +1
How do two agents invent a shared language from scratch? In a Lewis signaling game, a sender and receiver must coordinate on a code using only their interaction history. We study f…