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Yashar Talebirad

2 papers indexed

arxivcs.AIcs.CLcs.ITcs.MA2026-06-30

From Signals to Structure: How Memory Architecture Drives Language Emergence in LLM Agents

Yashar Talebirad, Eden Redman, Ali Parsaee, Osmar R. Zaiane

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 five memory architectures across varying channel configurations with LLM agents and find that memory…

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arxivcs.AIcs.LGcs.MA2026-06-29

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 cross-competition knowledge into three scope tiers (global, domain, and competition-specific), each cou…

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