About

We publish quant research
with the working shown.

Most of what gets written about markets is either a sales pitch or a result with no method attached. QuantHQ exists to do the other thing: publish the paper, the data sources, and the attempts that failed — then hand it to a room full of people qualified to tear it apart.

It is open, it is free, and it is run by quants, engineers, and students who mostly argue about method.

Join the community
What we study

Each node is a topic we work on; an edge means the two show up together in our papers. Drag one to pull the map apart.

The intelligence layer

Signal intelligence, laid out.

This is how we lay out a research surface — sparklines, a sector grid, the job queue, and factor attribution on one screen. It is a layout demo, not a data product.

Simulated data. Nothing here is a market feed. Every price, sector move, job state, and factor loading is generated in your browser from sample values and refreshes on a timer. Results with real data and methodology live in the research archive.

SPX sample
5,847
+0.42%
VIX sample
16.3
-2.1%
Sector heatmap sample
Instrument feed sample
Research jobs sample
Factor attribution sample

The full interactive version, with the pipeline terminal and knowledge graph, is on the lab page.

01Mission

Building practical AI systems through open research.

QuantHQ is a digital research institution — a place to make rigorous quantitative research open, collaborative, and reproducible, with a global community of quants, engineers, and scientists building in public.

3
Published papers
3
Open-source projects
5
Published articles
8
Tracked projects
02Research

A timeline of what we study.

Our agenda tracks the frontier — language-model evaluation and financial AI today, multimodal market models and autonomous research agents next.

2026Now
  • LLM Evaluation
  • Financial AI
  • Agent Systems
2027Next
  • Multimodal Market Models
  • Autonomous Research Agents
03Build

Research that ships.

Everything we learn becomes something you can run — open frameworks, production infrastructure, and models, released rather than shelved.

Agent Framework Open Source

Multi-agent orchestration for research pipelines.

Trading Infrastructure Private

Low-latency execution and portfolio tooling.

Vision Models Research

Chart and document understanding for markets.

Cybersecurity Coming Soon

Adversarial robustness for financial models.

04Community

Join the research community.

Where the network lives — debate, competition, and open collaboration across the globe.

LinkedIn Group Where papers get posted and picked apart.
Join the community
Hackathons Real datasets, real prizes, real deadlines.
Coming soon
Reading Groups Paper walkthroughs across factors and ML.
Weekly
Open Source Contribute to the framework and tooling.
Global
05Education

Learn by doing research.

Workshops, courses, mentorship, and funded summer research for the next generation of quants.

Workshops Hands-on

Build a factor model in an afternoon.

Courses Structured

From market microstructure to deep RL.

Mentorship 1:1

Paired with a working researcher.

Summer Research Open

A funded season inside the institution.

06Future

Where QuantHQ is headed.

What we are working towards next — a dedicated lab, released model weights, funded fellowships, and an annual gathering.

  1. Research Lab Dedicated full-time research
  2. Open-Source Models Weights, not just papers
  3. Student Fellowships Funded early-career researchers
  4. Annual Conference The community, in one room