offloading

Running large language models on a single GPU for throughput-oriented scenarios.

Run Mixtral-8x7B models in Colab or consumer desktops

Xolotl (formerly Strata-DSV4.1): run DeepSeek-V4.1-Flash, all 552B, as a local coding agent on one gaming PC (RTX 4090 + 90 GB RAM) at up to ~27 tok/s, 512K context, October 1017 builds included. Plus GLM-5.3-Flash and Qwen3.8. MoE experts tiered across VRAM, pinned RAM and NVMe; OpenAI + Anthropic API.

A QoE-Oriented Computation Offloading Algorithm based on Deep Reinforcement Learning (DRL) for Mobile Edge Computing (MEC) | This algorithm captures the dynamics of the MEC environment by integrating the Dueling Double Deep Q-Network (D3QN) model with Long Short-Term Memory (LSTM) networks.

ZO2 (Zeroth-Order Offloading): Full Parameter Fine-Tuning 175B LLMs with 18GB GPU Memory [COLM2025]

LLM Inference on consumer devices

dpdk infrastructure for software acceleration. Currently working on RX and ACL pre-filter

DPU-Powered File System Virtualization over virtio-fs

A collection of tests for the Open vSwitch HW offload.

A Dynamic Programming Offloading Algorithm for Mobile Cloud Computing

LeapIO: Efficient and Portable Virtual NVMe Storage on ARM SoCs (ASPLOS'20)

Monero hardware wallet protocol implementation for Trezor, agent

A framework for IoT devices to offload tasks to the cloud, resulting in efficient computation and decreased cloud costs.

A lightweight framework that enables serverless users to reduce their bills by harvesting non-serverless compute resources such as their VMs, on-premise servers, or personal computers.

30 tok/s for 20B MoE on 8 GB VRAM. Flat throughput to 32K context. Native MXFP4 + GGUF Q4_K/Q5_K/Q6_K via ggml CUDA kernels — zero dequant. Expert offloading for models that don't fit in GPU memory.

The container-based cloud platform for mobile code offloading

Code for paper "Real-time Neural Network Inference on Extremely Weak Devices: Agile Offloading with Explainable AI" (MobiCom'22)

Monero wallet Trezor integration documentation

Implementation of the RTSS'23 Best Student Paper Award paper Progressive Neural Compression for Adaptive Image Offloading under Timing Constraints