Summer 2026 Research Program

RISC-V Open Lab — San Jose, CA — May–October 2026

Platform: Milk-V Pioneer SG2042  |  64-hart RISC-V  |  128 GB DDR4
4 NUMA nodes  |  Debian sid  |  GCC 13.3.0
Open access: lab.riscvthai.org

Three student researchers spent summer 2026 working on posit arithmetic and RISC-V hardware using open lab infrastructure hosted in San Jose. All three papers were conditionally accepted at CoNGA 2026 (Conference on Next Generation Arithmetic), co-located with SC26 in Chicago. Camera-ready deadline: October 28, 2026.

Papers

Exact Accumulation Improves the Inner Product but Not the Attainable Accuracy of Conjugate Gradient
Gurleen Kaur Kansray — Guru Nanak Dev Engineering College, I.K. Gujral Punjab Technical University
with James Quinlan (University of Southern Maine), E. Theodore L. Omtzigt (Stillwater Supercomputing), Paul Sherman (RISC-V International)
Strong Accept + 2× Accept

The posit quire improves inner product accuracy by up to 1000× in conjugate gradient sparse linear solvers — yet final solution accuracy changes surprisingly little. Iterative refinement is where the quire earns its keep. Tested across 20+ random seeds and 13 sparse matrices from SuiteSparse, all runs on the Pioneer.

Closing the Performance Gap of Posit Arithmetic Hardware: A RISC-V Fife Core Case Study
Bola Yosry Warsy — Cairo, Egypt
with E. Theodore L. Omtzigt (Stillwater Supercomputing), Joshua Gyllinsky, Paul Sherman (RISC-V International)
2× Accept

Branch prediction on the open-source Fife RISC-V core reduces clock cycles by 36% for loop-intensive programs. Bounded posit (b-posit) synthesis cuts critical path by 28%, narrowing the speed gap with IEEE 754 hardware.

A Motif-Indexed Dataset of HPC Numerical Kernel Value Distributions for Porting HPC Applications to Posits
Shree Bhargav Komanabelli — Iowa State University
Strong Accept + Accept

A systematic framework for selecting posit format parameters (n, es) before committing to a port. Applied to SPICE, GROMACS, and CHARMM using Berkeley motif classification and runtime value distribution profiling.

Related Work

Depth or Breadth? Flat128 Arithmetic and the RV128 Opportunity
Paul Sherman (RISC-V International) & Kurt Keville (MIT / Posit Foundation)

Flat128 treats a 128-bit register as a uniform fixed-point significand with compiler-managed binary point — no exponent overhead, bitwise-reproducible accumulation across threads and NUMA nodes. IEEE 754 double diverges by up to 8.9×10−16 at K=4096; flat128 stays exact. Submitted to CoNGA 2026.

Code & results: doi:10.5281/zenodo.23246819

Mentors

Formally listed under the Linux Foundation LFX Mentorship program: Broadening the RISC-V High Precision Code Base and Reach

Infrastructure

Host: Milk-V Pioneer SG2042 Cores: 64 RISC-V harts (SG2042), 4 NUMA nodes Memory: 128 GB DDR4 OS: Debian sid Compiler: GCC 13.3.0 Access: lab.riscvthai.org (browser terminal + SSH) Location: San Jose, CA
riscvthai.org — lab.riscvthai.org — Contact: lab at riscvthai dot org