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cs.AI2026
Speculative Macro Commit for Faster Tool-Using Agents
Zeyu Liu, Souvik Kundu, Peter A. Beerel
Tool-using LLM agents spend wall-clock time not only on model inference but also in serial action--observation turns, where each tool call, environment transition, and observation…
cs.CV2026
Linearizing Vision Transformer with Test-Time Training
Yining Li, Dongchen Han, Zeyu Liu +3
While linear-complexity attention mechanisms offer a promising alternative to Softmax attention for overcoming the quadratic bottleneck, training such models from scratch remains p…