Author

Shashank

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Open access 2026

Gap-Aware Candidate Reranking for Multi-Strategy VLSI Floorplanning: A Metric-Calibration Study on the FloorSet Benchmark

Multi-strategy very-large-scale integration (VLSI) floorplanners combine heterogeneous candidate generators (shelf packing, sequence-pair simulated annealing, analytical placement, and learned neural priors) and select among them using an internal ranking cost. In such pipelines, the choice of that ranking cost is an i...

Shashank · IEEE Access · 0 citations

Preprint Aug 2026

DTX: A Throughput-First Training Accelerator for Diffusion and Transformer Models

DTX is a throughput-first training accelerator for diffusion and transformer models that is tolerance-based against an FP64 golden model, with exact-equality carve-outs and a demonstrably tight bound.

Shashank · 0 citations

Preprint Aug 2026

Transformer Accelerator (TFA): A Macro-Op INT8 Hardware Chip for Transformer Inference and Machine Translation

The Transformer Accelerator (TFA), a synthesizable, parameterizable INT8 memory-to-memory engine for transformer inference, demonstrates end-to-end, bit-exact execution of pretrained transformers using compact hardware and compiler-managed quantization.

Shashank · 0 citations