analytical-model

GraspMixer: Hybrid of Contact Surface Sampling and Grasp Feature Mixing for Grasp Synthesis

Analytical benchmark connecting pipeline parallelism and KV cache management: bubble-time overlap for disaggregation, prefix reuse tax of PP stages, and tiering speedup across NVLink, InfiniBand, and PCIe

Analytical benchmark connecting tensor parallelism and KV cache management in LLM serving: GQA sharding regimes, all-gather vs recompute tradeoffs, PCIe viability, and operational decision matrix across NVLink, InfiniBand, and PCIe

Empirical study of speculative decoding with Qwen2-0.5B (draft) and Qwen2-1.5B (target) on a single RTX 2070. Measures token acceptance rate, speedup, KV sync overhead, and validates the Leviathan et al. (2023) analytical model. Shows why cost_ratio=1.18x (not 3.1x as expected) causes failure and what hardware conditions make it viable.

Analytical benchmark for sliding window attention KV cache management: quality vs window size tradeoffs, SWA vs eviction comparison, prefix sharing interaction, and operational window recommendations across four attention distributions

Python implementation for analytical modeling of condenser microphones with nonuniform acoustic excitation and backplate perforation patterns (JASA 2026).

Analytical modeling of MEMS transducers with circular membranes and plates damped by an air gap with central opening (JSV 2026)