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Attribution
V_1: Unifying Generation and Self-Verification for Parallel Reasoners
arXiv 2026
Why Do Multi-Agent LLM Systems Fail?
arXiv 2025
Arbitrage: Efficient Reasoning via Advantage-Aware Speculation
from 3 papers
Kurt Keutzer
Monishwaran Maheswaran
Aditya Parameswaran
Alane Suhr
professor
Alpay Ariyak
Amir Gholami
Ben Athiwaratkun
Bhavya Chopra
Boyi Li
Coleman Hooper