Prov-Decode: Decoding Methods Across Domains

• Prov-Decode is an umbrella term that encapsulates diverse decoding methods emphasizing provability, provenance, or decode-stage control in multiple domains.
• In LLM serving, it involves predictive rescheduling and hardware-specialized designs to optimize the memory-bound decode phase, improving throughput and reducing latency.
• In quantum, algebraic, and semantic web frameworks, explicit decoder constructions enable verifiable, capacity-achieving recovery or auditable provenance reconstruction.