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3 results for "scaling"
- ai · arxiv/cs.LG · 4 min
Synthetic Computers Enable Agent Training at Scale
Researchers create realistic digital workspaces to train AI agents on long-horizon productivity tasks, scaling from thousands to potentially billions of simulated user environments.
May 3, 2026 Read → - ai · arxiv/cs.AI · 5 min
Transformers learn graph connectivity selectively, not universally
New research shows transformers can infer transitive relations on grid-structured graphs but fail on fragmented ones, with scaling helping only certain architectures.
Apr 23, 2026 Read → - engineering · arxiv/cs.LG · 8 min
Multi-Agent Edge Systems Hit a Scaling Wall at 100+ Agents
A new framework addresses the Synergistic Collapse problem where performance degrades superlinearly as distributed agents grow, combining neural caching, action pruning, and hardware matching.
Apr 23, 2026 Read →