SNHP

In the committed round-robin (leaderboard/results/leaderboard.json,n_rounds=20), SNHP's rank by average utility depends on the market:

So SNHP is #1in the asymmetric marketsandmid-pack in the symmetric one— do not read this as "#1 overall." Its variance is the smallest in the field. Atn_rounds=100the symmetric field restabilizes further and Aspiration leads.

This NegMAS agent (snhp/negmas_agent.py) is aresearch artifact and is NOT the shipped product recommender— the product claims below are measured on the shipped code, not on this tournament.

Seegametheory/evals/README.mdfor the eval/tuning runbook.

- Tier 1 — Negotiation: sell-side + buy-side recommenders, anchor-attack detection, cryptographic first-strike commit-reveal, LLM-drafted reply emails (paid).
- Tier 2 — Auctions: Vickrey / first-price BNE / English ascending, Myerson optimal reserve, format recommendation, MC simulation.
- Tier 3 — Mechanism design: Gale-Shapley, asymmetric Myerson optimal auction, Gallego-van Ryzin posted-price.

Tier 4 (coalition games) deferred until a paying buyer asks for it.

mcp-name: io.github.ryuxik/snhp-negotiation

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