DynaFlow: Transparent and Flexible Intra-Device Parallelism via Programmable Operator Scheduling

The document is an arXiv feed of systems and ML-infrastructure papers. Several submissions have direct security/privacy implications: (1) LiveR enables live streaming of model state across high-bandwidth interconnects to perform topology reconfiguration without stop-and-restart, which reduces downtime but increases risk of confidentiality and integrity exposure of model weights and optimizer state if interconnects or transfer protocols are compromised. (2) The Secure Parallel Determinant Computation (SPDC) framework proposes a custom lightweight obfuscation/encryption scheme (Composite Element