Emyx, a compact flow matching model with EDM reparametrization, outperforms larger protein generators on enzyme design benchmarks with substantially lower training compute.
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2026 2verdicts
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Identifies flaws in SUMO's mesoscopic model based on Eissfeldt (2004) and proposes a discrete-time link transmission model that follows LWR principles with explicit backward traveling spaces for better queue dynamics.
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Emyx: Fast and efficient all-atom protein generation
Emyx, a compact flow matching model with EDM reparametrization, outperforms larger protein generators on enzyme design benchmarks with substantially lower training compute.
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Revisiting mesoscopic traffic flow simulation in SUMO: Limitations, analysis, and an alternative
Identifies flaws in SUMO's mesoscopic model based on Eissfeldt (2004) and proposes a discrete-time link transmission model that follows LWR principles with explicit backward traveling spaces for better queue dynamics.