This repository contains agents for the SCML world.
To install this package just run:
>>> pip install scml-agents
There are two ways to submit agents to this repository:
1. Participate in the SCML competition `https://scml.cs.brown.edu <https://scml.cs.brown.edu>`_
2. Submit a pull-request with your agent added to the contrib directory.
**Please note that torch does not yet fully support python 3.11. If you face issues installing (especially on a mac), try to use Python 3.10.**
Getting lists of agents
=======================
You can get any specific subset of the agents in the library using `get_agents()`. This function
has the following parameters:
* version: Either a competition year (2019, 2020, 2021, ....) or the value "contrib" for all other agents. You can also pass "all" or "any" to get all agents.
* track: The track (any, std, oneshot [from 2021], sabotage[only for 2019], collusion [until 2023]).
* qualified_only: If true, only agents that were submitted to SCML and ran in the qualifications round will be
returned.
* finalists_only: If true, only agents that were submitted to SCML and passed qualifications will be
returned.
* winners_only: If true, only winners of SCML (the given version) will be returned.
* bird_only: If true, only winners the bird award are returned (new in 2021).
* top_only: Either a fraction of finalists or the top n finalists with highest scores in the finals of
SCML.
* as_class: If true, the agent classes will be returned otherwise their full class names.
For example, to get the top 10% of the Oneshot track finalists in year 2024 as strings, you can use:
>>> get_agents(version=2025, track="oneshot", finalists_only=True, top_only=0.1, as_class=False)
Winners of the SCML 2025 Competition
====================================
Oneshot Track
-------------
* First Place (tie): Yuzuru Kitamura for **CostAverseAgent**
* First Place (tie): Shota Takayama for **Rchan**
* First Place (tie): Rikuto Takano and Takeaki Sakabe for **AlmostEqualAgent**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2024, track="oneshot", winners_only=True)
Standard Track
--------------
* First Place: Atsunaga Sadahiro for **AS0**
* Second Place: Sota Sakaguchi and Takanobu Otsuka for **XenoSotaAgent**
* Third Place: Sora Nishizaki and Takanobu Otsuka for **UltraSuperMiracleSoraFinalAgentZ**
You can get this agent after installing scml-agents by running:
>>> scml_agents.get_agents(2024, track="std", winners_only=True)
Winners of the SCML 2024 Competition
====================================
Oneshot Track
-------------
* First Place: Ryoga Miyajima for **CautiousOneShotAgent**
* Second Place: Arnie He, Akash Singirikonda, and Amy Greenwald for **MatchingPennies**
* Third Place (tie): Hajime Endo for **DistRedistAgent**
* Third Place (tie): Yuzuru Kitamura for **EpsilonGreedyAgent**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2024, track="oneshot", winners_only=True)
Standard Track
--------------
* First Place: Gou Kazusa for **PenguinAgent**
You can get this agent after installing scml-agents by running:
>>> scml_agents.get_agents(2024, track="std", winners_only=True)
Winners of the SCML 2023 Competition
====================================
Oneshot Track
-------------
* First Place: Pedro Hrosz Turini and Jaime Sichman for **QuantityOrientedAgent**
* Second Place: Shota Kimata and Yuko Sakurai for **CCAgent**
* Third Place: Masato Kijima for **KanbeAgent**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2023, track="oneshot", winners_only=True)
Standard Track
--------------
* First Place: Sadahiro Atsunaga for **AgentSDH**
You can get this agent after installing scml-agents by running:
>>> scml_agents.get_agents(2023, track="std", winners_only=True)
Collusion Track
---------------
* Honorary Mention: Kazuki Komori for **M5**
You can get this agent after installing scml-agents by running:
>>> scml_agents.get_agents(2023, track="collusion", winners_only=True)
Winners of the SCML 2022 Competition
====================================
Oneshot Track
-------------
* First Place: Chris Mascioli and Amy Greenwald for **PatientAgent**
* Second Place: Takumu Shimizu for **GentleS**
* Third Place: Shiraz Nave, Amit Dayan, Sariel Turayfor **AgentSAS**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2022, track="oneshot", winners_only=True)
Standard Track
--------------
* First Place: Ito Nobuhiro and Takanobu Otsukafor **Lobster**
* Second Place: Kazuki Komori for **M5**
* Third Place: Koki Katagiri and Tatanobu Otsuka for **Artisan Kangaroo**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2022, track="std", winners_only=True)
Collusion Track
---------------
* Honorary Mention: Kazuki Komori for **M5**
You can get this agent after installing scml-agents by running:
>>> scml_agents.get_agents(2022, track="collusion", winners_only=True)
Winners of the SCML 2021 Competition
====================================
Oneshot Track
-------------
* First Place: Assaf Tirangel, Yossi Weizman, Inbal Avraham for **Agent112**
* Second Place: Takumu Shimizu for **Gentle**
* Third Place (tie): Sagi Nachum for **Agent74**
* Third Place (tie): Yuchen Liu, Rafik Hadfi and Takayuki Ito for **UCOneshotAgent**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2021, track="oneshot", winners_only=True)
Standard Track
--------------
* First Place: Kazuki Komori for **M4**
* Second Place: Mehmet Onur Keskin, Umit Cakan, Gevher Yesevi, Reyhan Aydogan, Amy Greenwald for **CharliesAgent**
* Third Place: Koki Katagiri for **Artisan Kangaroo**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2021, track="std", winners_only=True)
Collusion Track
---------------
* First Place: Kazuki Komori for **M4**
* Second Place: Mehmet Onur Keskin, Umit Cakan, Gevher Yesevi, Reyhan Aydogan, Amy Greenwald for **CharliesAgent**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2021, track="collusion", winners_only=True)
Winners of the SCML 2020 Competition
====================================
Standard Track
--------------
* First Place: Masahito Okuno for **SteadyMgr**
* Second Place: Guy Heller, E. Gerson, I. Hen and M. Akrabi for **Agent30**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2020, track="std", winners_only=True)
Collusion Track
---------------
* First Place: Kazuki Komori for **MMM**
* Second Place: Ayan Sengupta for **Merchant**
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2020, track="collusion", winners_only=True)
Agents accepted for the SCML 2025 qualifications
================================================
A list of all agents accepted for the SCML 2025 qualifications round can be found at `https://scml.cs.brown.edu/scml2025 <https://scml.cs.brown.edu/scml2022>`_
Agents accepted for the SCML 2024 qualifications
================================================
A list of all agents accepted for the SCML 2024 qualifications round can be found at `https://scml.cs.brown.edu/scml2024 <https://scml.cs.brown.edu/scml2022>`_
Agents accepted for the SCML 2023 qualifications
================================================
A list of all agents accepted for the SCML 2023 qualifications round can be found at `https://scml.cs.brown.edu/scml2023 <https://scml.cs.brown.edu/scml2022>`_
Agents accepted for the SCML 2022 qualifications
================================================
A list of all agents accepted for the SCML 2022 qualifications round can be found at `https://scml.cs.brown.edu/scml2022 <https://scml.cs.brown.edu/scml2022>`_
Agents accepted for the SCML 2021 qualifications
================================================
A list of all agents accepted for the SCML 2021 qualifications round can be found at `https://scml.cs.brown.edu/scml2021 <https://scml.cs.brown.edu/scml2021>`_
Agents accepted for the SCML 2020 qualifications
================================================
This is a list of all the agents accepted for the SCML 2020 qualifications round.
============= ============= ======================= ====================================================================================================
Team Identifier Agent/Class name Team Members
============= ============= ======================= ====================================================================================================
a-sengupta a-sengupta Merchant Ayan Sengupta
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Past Frauds past_frauds MhiranoAgent Masanori Hirano
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 15 team_15 SteadyMgr Masahito Okuno
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 17 team_17 WhAgent Noriko Yuasa
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 18 team_18 Mercu Kazuto Kakutani
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 19 team_19 Ashgent Shuhei Aoyama
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 20 team_20 CrescentAgent Yuki Yoshimura
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 22 team_22 SavingAgent Takuma Kawamura
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
ThreadField threadfield GreedyFactoryManager2 Yuta Hosokawa
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team May team_may MMM Kazuki Komori
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 10 team_10 UnicornAgent Dolev Mutzari
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
BARgent bargent BARGentCovid19 Zacharie Cohen, O. Fogler, D. Neuman and R. Cohen
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
BIU-TH biu_th THBiu Haim Nafcha
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
agent0x111 agent0x111 ASMASH Matanya, Shmulik, Assaf
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 25 team_25 Agent30 Guy Heller, E. Gerson, I. Hen and M. Akrabi
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 29 team_29 BIUDODY Dror Levy, D. Joffe and O. Nagar
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 32 team_32 BeerAgent Benjamin Wexler
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
Team 27 team_27 AgentProjectGC Cihan Eran and Gevher Yesevi
------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------
MontyHall montyhall MontyHall Enrique Areyan Viqueira, E. Li, D. Silverston, A. Sridhar, J. Tsatsaros, A. Yuan and A. Greenwald
============= ============= ======================= ====================================================================================================
You can get these agents after installing scml-agents by running:
>>> scml_agents.get_agents(2020, track="any")
Installation Note
=================
If you are on Apple M1, you will need to install tensorflow **before** installing this package on conda using the method described `here <https://developer.apple.com/metal/tensorflow-plugin/>`_
Changelog
=========
0.4.13 (2025.08.27)
-------------------
* Pinning numpy version to avoid issues with numpy 1.26.
0.4.12 (2025.08.26)
-------------------
* Adding SCML 2025 Agents
0.4.11 (2025.03.16)
-------------------
* Requiring SCML 0.7.6 and NegMAS 0.11.2. Making ArtisanKangaroo compatible with NegMAS 0.11.2
* Adding a missing report
* Ignore out of range contract comment
* Avoiding out-of-range agreements in S5s This is not a change in the strategy. It avoids failing due to a bug in SCML-Std implementation which allowed negotiation issues to exceed simulation time near the end of the simulation. This bug was fixed in the version of SCML used for the competition but this fix is necessary to make S5s work with earlier versions without throwing an exception.
* minor README update
* Fixing the default agent for 2024 std tests
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"description": "This repository contains agents for the SCML world.\n\nTo install this package just run:\n\n>>> pip install scml-agents\n\nThere are two ways to submit agents to this repository:\n\n1. Participate in the SCML competition `https://scml.cs.brown.edu <https://scml.cs.brown.edu>`_\n2. Submit a pull-request with your agent added to the contrib directory.\n\n\n**Please note that torch does not yet fully support python 3.11. If you face issues installing (especially on a mac), try to use Python 3.10.**\n\nGetting lists of agents\n=======================\n\nYou can get any specific subset of the agents in the library using `get_agents()`. This function\nhas the following parameters:\n\n* version: Either a competition year (2019, 2020, 2021, ....) or the value \"contrib\" for all other agents. You can also pass \"all\" or \"any\" to get all agents.\n* track: The track (any, std, oneshot [from 2021], sabotage[only for 2019], collusion [until 2023]).\n* qualified_only: If true, only agents that were submitted to SCML and ran in the qualifications round will be\n returned.\n* finalists_only: If true, only agents that were submitted to SCML and passed qualifications will be\n returned.\n* winners_only: If true, only winners of SCML (the given version) will be returned.\n* bird_only: If true, only winners the bird award are returned (new in 2021).\n* top_only: Either a fraction of finalists or the top n finalists with highest scores in the finals of\n SCML.\n* as_class: If true, the agent classes will be returned otherwise their full class names.\n\n\nFor example, to get the top 10% of the Oneshot track finalists in year 2024 as strings, you can use:\n\n>>> get_agents(version=2025, track=\"oneshot\", finalists_only=True, top_only=0.1, as_class=False)\n\nWinners of the SCML 2025 Competition\n====================================\n\nOneshot Track\n-------------\n* First Place (tie): Yuzuru Kitamura for **CostAverseAgent**\n* First Place (tie): Shota Takayama for **Rchan**\n* First Place (tie): Rikuto Takano and Takeaki Sakabe for **AlmostEqualAgent**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2024, track=\"oneshot\", winners_only=True)\n\nStandard Track\n--------------\n* First Place: Atsunaga Sadahiro for **AS0**\n* Second Place: Sota Sakaguchi and Takanobu Otsuka for **XenoSotaAgent**\n* Third Place: Sora Nishizaki and Takanobu Otsuka for **UltraSuperMiracleSoraFinalAgentZ**\n\nYou can get this agent after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2024, track=\"std\", winners_only=True)\n\nWinners of the SCML 2024 Competition\n====================================\n\nOneshot Track\n-------------\n* First Place: Ryoga Miyajima for **CautiousOneShotAgent**\n* Second Place: Arnie He, Akash Singirikonda, and Amy Greenwald for **MatchingPennies**\n* Third Place (tie): Hajime Endo for **DistRedistAgent**\n* Third Place (tie): Yuzuru Kitamura for **EpsilonGreedyAgent**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2024, track=\"oneshot\", winners_only=True)\n\nStandard Track\n--------------\n* First Place: Gou Kazusa for **PenguinAgent**\n\nYou can get this agent after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2024, track=\"std\", winners_only=True)\n\nWinners of the SCML 2023 Competition\n====================================\n\nOneshot Track\n-------------\n* First Place: Pedro Hrosz Turini and Jaime Sichman for **QuantityOrientedAgent**\n* Second Place: Shota Kimata and Yuko Sakurai for **CCAgent**\n* Third Place: Masato Kijima for **KanbeAgent**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2023, track=\"oneshot\", winners_only=True)\n\nStandard Track\n--------------\n* First Place: Sadahiro Atsunaga for **AgentSDH**\n\nYou can get this agent after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2023, track=\"std\", winners_only=True)\n\nCollusion Track\n---------------\n* Honorary Mention: Kazuki Komori for **M5**\n\nYou can get this agent after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2023, track=\"collusion\", winners_only=True)\n\nWinners of the SCML 2022 Competition\n====================================\n\nOneshot Track\n-------------\n* First Place: Chris Mascioli and Amy Greenwald for **PatientAgent**\n* Second Place: Takumu Shimizu for **GentleS**\n* Third Place: Shiraz Nave, Amit Dayan, Sariel Turayfor **AgentSAS**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2022, track=\"oneshot\", winners_only=True)\n\nStandard Track\n--------------\n* First Place: Ito Nobuhiro and Takanobu Otsukafor **Lobster**\n* Second Place: Kazuki Komori for **M5**\n* Third Place: Koki Katagiri and Tatanobu Otsuka for **Artisan Kangaroo**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2022, track=\"std\", winners_only=True)\n\nCollusion Track\n---------------\n* Honorary Mention: Kazuki Komori for **M5**\n\nYou can get this agent after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2022, track=\"collusion\", winners_only=True)\n\nWinners of the SCML 2021 Competition\n====================================\n\nOneshot Track\n-------------\n* First Place: Assaf Tirangel, Yossi Weizman, Inbal Avraham for **Agent112**\n* Second Place: Takumu Shimizu for **Gentle**\n* Third Place (tie): Sagi Nachum for **Agent74**\n* Third Place (tie): Yuchen Liu, Rafik Hadfi and Takayuki Ito for **UCOneshotAgent**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2021, track=\"oneshot\", winners_only=True)\n\nStandard Track\n--------------\n* First Place: Kazuki Komori for **M4**\n* Second Place: Mehmet Onur Keskin, Umit Cakan, Gevher Yesevi, Reyhan Aydogan, Amy Greenwald for **CharliesAgent**\n* Third Place: Koki Katagiri for **Artisan Kangaroo**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2021, track=\"std\", winners_only=True)\n\nCollusion Track\n---------------\n* First Place: Kazuki Komori for **M4**\n* Second Place: Mehmet Onur Keskin, Umit Cakan, Gevher Yesevi, Reyhan Aydogan, Amy Greenwald for **CharliesAgent**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2021, track=\"collusion\", winners_only=True)\n\nWinners of the SCML 2020 Competition\n====================================\n\nStandard Track\n--------------\n* First Place: Masahito Okuno for **SteadyMgr**\n* Second Place: Guy Heller, E. Gerson, I. Hen and M. Akrabi for **Agent30**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2020, track=\"std\", winners_only=True)\n\nCollusion Track\n---------------\n* First Place: Kazuki Komori for **MMM**\n* Second Place: Ayan Sengupta for **Merchant**\n\nYou can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2020, track=\"collusion\", winners_only=True)\n\n\nAgents accepted for the SCML 2025 qualifications\n================================================\n\nA list of all agents accepted for the SCML 2025 qualifications round can be found at `https://scml.cs.brown.edu/scml2025 <https://scml.cs.brown.edu/scml2022>`_\n\nAgents accepted for the SCML 2024 qualifications\n================================================\n\nA list of all agents accepted for the SCML 2024 qualifications round can be found at `https://scml.cs.brown.edu/scml2024 <https://scml.cs.brown.edu/scml2022>`_\n\nAgents accepted for the SCML 2023 qualifications\n================================================\n\nA list of all agents accepted for the SCML 2023 qualifications round can be found at `https://scml.cs.brown.edu/scml2023 <https://scml.cs.brown.edu/scml2022>`_\n\nAgents accepted for the SCML 2022 qualifications\n================================================\n\nA list of all agents accepted for the SCML 2022 qualifications round can be found at `https://scml.cs.brown.edu/scml2022 <https://scml.cs.brown.edu/scml2022>`_\n\nAgents accepted for the SCML 2021 qualifications\n================================================\n\nA list of all agents accepted for the SCML 2021 qualifications round can be found at `https://scml.cs.brown.edu/scml2021 <https://scml.cs.brown.edu/scml2021>`_\n\n\nAgents accepted for the SCML 2020 qualifications\n================================================\n\nThis is a list of all the agents accepted for the SCML 2020 qualifications round.\n\n============= ============= ======================= ====================================================================================================\n Team Identifier Agent/Class name Team Members\n============= ============= ======================= ====================================================================================================\n a-sengupta a-sengupta Merchant Ayan Sengupta\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Past Frauds past_frauds MhiranoAgent Masanori Hirano\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 15 team_15 SteadyMgr Masahito Okuno\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 17 team_17 WhAgent Noriko Yuasa\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 18 team_18 Mercu Kazuto Kakutani\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 19 team_19 Ashgent Shuhei Aoyama\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 20 team_20 CrescentAgent Yuki Yoshimura\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 22 team_22 SavingAgent Takuma Kawamura\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n ThreadField threadfield GreedyFactoryManager2 Yuta Hosokawa\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team May team_may MMM Kazuki Komori\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 10 team_10 UnicornAgent Dolev Mutzari\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n BARgent bargent BARGentCovid19 Zacharie Cohen, O. Fogler, D. Neuman and R. Cohen\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n BIU-TH biu_th THBiu Haim Nafcha\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n agent0x111 agent0x111 ASMASH Matanya, Shmulik, Assaf\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 25 team_25 Agent30 Guy Heller, E. Gerson, I. Hen and M. Akrabi\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 29 team_29 BIUDODY Dror Levy, D. Joffe and O. Nagar\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 32 team_32 BeerAgent Benjamin Wexler\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n Team 27 team_27 AgentProjectGC Cihan Eran and Gevher Yesevi\n------------- ------------- ----------------------- ----------------------------------------------------------------------------------------------------\n MontyHall montyhall MontyHall Enrique Areyan Viqueira, E. Li, D. Silverston, A. Sridhar, J. Tsatsaros, A. Yuan and A. Greenwald\n============= ============= ======================= ====================================================================================================\n\n You can get these agents after installing scml-agents by running:\n\n>>> scml_agents.get_agents(2020, track=\"any\")\n\n\nInstallation Note\n=================\n\nIf you are on Apple M1, you will need to install tensorflow **before** installing this package on conda using the method described `here <https://developer.apple.com/metal/tensorflow-plugin/>`_\n\nChangelog\n=========\n\n0.4.13 (2025.08.27)\n-------------------\n\n* Pinning numpy version to avoid issues with numpy 1.26.\n\n0.4.12 (2025.08.26)\n-------------------\n\n* Adding SCML 2025 Agents\n\n0.4.11 (2025.03.16)\n-------------------\n\n* Requiring SCML 0.7.6 and NegMAS 0.11.2. 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