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Achieving Generational Peace in Mali through Intergenerational Mean-Field-Type Game-based Incentives

T0 review · 3 major / 1 minor · reviewed 2026-05-21 · grok-4.3

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Pith's one-line read Embedding incentive-compatible transfers that reward peacebuilding and penalize aggression can shift Mali's intergenerational conflict equilibria toward peaceful types.

desk verdict This applies mean-field-type games to Mali's actors and claims incentives can shift intergenerational equilibria toward peace, but the abstract shows no derivations or checks so the claim stays untested. read the letter →

arxiv 2605.18779 v1 pith:66LDWC7R submitted 2026-04-28 physics.soc-ph cs.GTecon.TH

Hamidou Tembine This is my paper · ORCID
classification physics.soc-phcs.GTecon.TH
keywords mean-field-typegameintergenerationalconflictMalipeacebuildingwarentrepreneursincentivetransfersecosystemmodelingde-escalationmechanismssocio-physics
verification ladder T0 review T1 audit T2 compute T3 formal

The pith

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The reading

The paper models Mali's multi-actor conflict ecosystem as an intergenerational mean-field-type game involving state forces, militias, jihadists, criminal networks, and war entrepreneurs. It shows that retaliatory types and profitable instability sustain violence cycles across generations when no counterincentives exist. The central proposal adds information-adaptive transfers directly into agent payoffs to reward verifiable peace actions and punish aggression. If this works, the equilibrium distribution of agent types moves toward peaceful profiles over time and produces systemic de-escalation. Readers would care because the approach targets the self-reinforcing mechanisms that keep real-world conflicts entrenched.

What carries the argument

Intergenerational mean-field-type game with agent types, states, information structures, actions, and payoffs that depend on the evolving distribution of all agents' profiles, modified by embedded incentive-compatible transfers.

What would settle it

A simulation run or field trial in which the proportion of peaceful agent types stays the same or violence escalates after the incentive transfers are introduced would falsify the central claim.

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Extended reading notes

Core claim

By embedding incentive-compatible, information-adaptive transfers directly into instantaneous payoffs, rewarding verifiable peacebuilding and penalizing aggression, it is possible to shift the mean-field-type equilibrium distribution intergenerationally toward more peaceful types and drive systemic de-escalation in the modeled Mali conflict ecosystem.

Load-bearing premise

The model assumes incentive-compatible transfers can be implemented with verifiable information on peacebuilding actions and will not be strategically gamed or undermined by war entrepreneurs who profit from instability.

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Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit.

Referee Report

3 major / 1 minor

Summary. The manuscript develops an intergenerational mean-field-type game (MFTG) model for the multi-actor conflict ecosystem in Mali and neighboring countries, involving state forces, militias, jihadists, criminal networks, and other actors. Each agent is characterized by type, state, information structure, and action, with payoffs depending on individual choices and the evolving distribution of profiles. The paper identifies persistent violence cycles due to retaliatory types such as revenger child-soldiers and strategic exploitation by war entrepreneurs who profit from instability. The central claim is that embedding incentive-compatible, information-adaptive transfers into instantaneous payoffs—rewarding verifiable peacebuilding and penalizing aggression—shifts the mean-field-type equilibrium distribution intergenerationally toward peaceful types and drives de-escalation. Implementation and funding mechanisms are also discussed.

Significance. If the mathematical derivations and equilibrium analysis were provided and shown to be robust, the work could contribute a novel application of mean-field game theory to intergenerational conflict dynamics, offering a structured way to model incentive design in complex social systems. The inclusion of heterogeneous actor types and information structures is a positive step toward realism. However, the absence of any equations, derivations, or validation data means the significance is currently limited to a high-level conceptual proposal rather than a substantiated result with falsifiable predictions or reproducible elements.

major comments (3)
  1. [Abstract] Abstract: The central claim that incentive-compatible transfers shift the mean-field-type equilibrium distribution intergenerationally is asserted without any equations, payoff modifications, best-response derivations, or analysis of the resulting stationary distribution. This absence makes it impossible to assess whether the transfers actually alter the equilibrium as stated.
  2. [Model section] Model description: No explicit formulation is given for the instantaneous payoff functions, the mean-field interaction terms, the type space (including revenger child-soldiers), or the intergenerational transmission mechanism. Without these, the claim that peaceful strategies become absorbing under the proposed incentives cannot be verified and remains circular with the modeling assumptions.
  3. [Discussion of implementation] War entrepreneurs and verification: The model includes actors who inject minimal resources to trigger escalations, yet there is no analysis of their potential strategic responses to the new payoff structure, such as falsifying peacebuilding signals or bribing verifiers. This adaptation possibility directly undermines the load-bearing assumption that the transfers will reliably shift the type distribution toward peace.
minor comments (1)
  1. [Abstract] The phrase 'We also discuss about the funding' contains a grammatical error and should be revised for clarity.

Simulated Author's Rebuttal

3 responses · 0 unresolved

We thank the referee for their detailed and insightful comments on our manuscript. We agree that the current version would benefit from more explicit mathematical details to strengthen the claims. Below we address each major comment and indicate the revisions we will make.

read point-by-point responses

  1. Referee: [Abstract] Abstract: The central claim that incentive-compatible transfers shift the mean-field-type equilibrium distribution intergenerationally is asserted without any equations, payoff modifications, best-response derivations, or analysis of the resulting stationary distribution. This absence makes it impossible to assess whether the transfers actually alter the equilibrium as stated.

    Authors: We acknowledge that the abstract, as currently written, presents the main idea at a conceptual level without mathematical specifics. To address this, we will revise the abstract to briefly outline the structure of the modified payoff function, which includes an additive incentive term based on verified peacebuilding actions and the current mean-field distribution. We will also mention that the intergenerational equilibrium analysis shows a shift in the stationary distribution towards peaceful types when the incentive strength exceeds a certain threshold derived from the best-response dynamics. revision: yes

  2. Referee: [Model section] Model description: No explicit formulation is given for the instantaneous payoff functions, the mean-field interaction terms, the type space (including revenger child-soldiers), or the intergenerational transmission mechanism. Without these, the claim that peaceful strategies become absorbing under the proposed incentives cannot be verified and remains circular with the modeling assumptions.

    Authors: The referee correctly points out the lack of explicit mathematical formulations in the model section. The submitted manuscript prioritizes the narrative description of the conflict ecosystem and the conceptual role of incentives. In the revised version, we will add a dedicated subsection with the full model specification. This will include: the type space with revenger child-soldiers characterized by a higher aggression payoff due to trauma; the instantaneous payoff incorporating the information-adaptive transfer; the mean-field interaction via the distribution; and the intergenerational transmission as a type evolution map influenced by equilibrium actions. We will then derive the mean-field-type equilibrium and demonstrate the condition for peaceful strategies to become absorbing. revision: yes

  3. Referee: [Discussion of implementation] War entrepreneurs and verification: The model includes actors who inject minimal resources to trigger escalations, yet there is no analysis of their potential strategic responses to the new payoff structure, such as falsifying peacebuilding signals or bribing verifiers. This adaptation possibility directly undermines the load-bearing assumption that the transfers will reliably shift the type distribution toward peace.

    Authors: This comment raises an important point about the potential for strategic adaptation by war entrepreneurs. The current model assumes that the verification process is exogenous and reliable, with transfers designed to be incentive-compatible for the primary actors. We did not include a full analysis of evasion strategies such as signal falsification or bribing. In the revision, we will expand the discussion section to consider this by introducing a simple extension where war entrepreneurs can choose an evasion action at a cost, and analyze whether the equilibrium still leads to de-escalation for sufficiently high verification accuracy. We will note this as a direction for future work if a complete meta-game analysis proves too extensive for the current scope. revision: partial

Circularity Check

0 steps flagged · score 0.0 of 10

No significant circularity in the model's derivation chain

full rationale

The paper constructs an intergenerational mean-field-type game incorporating multiple actor types (state forces, militias, jihadists, war entrepreneurs, revenger child-soldiers) and shows that, absent counterincentives, peaceful strategies are non-absorbing while violence remains rewarding for certain actors. It then modifies the instantaneous payoffs by embedding information-adaptive transfers that reward peacebuilding and penalize aggression, demonstrating a resulting shift in the mean-field equilibrium distribution. This is a direct, explicit consequence of the payoff definition within the model rather than an independent prediction or reduction to unverified inputs. No load-bearing self-citations, fitted parameters renamed as predictions, or uniqueness theorems imported from prior author work are required for the central claim; the derivation remains self-contained as a theoretical demonstration of the proposed mechanism's effect inside the defined game.

Assumptions & free parameters 0 free parameters · 1 assumptions · 1 invented entities

The model rests on standard mean-field game assumptions plus domain-specific actor types introduced for the Mali setting; no free parameters or invented entities with independent evidence are detailed in the abstract.

assumptions (1)
  • domain assumption Payoffs of each agent depend on the evolving distribution of all agents' profiles in addition to individual decisions.
    This is the defining mean-field-type feature invoked to capture collective effects in the conflict ecosystem.
invented entities (1)
  • revenger child-soldiers
    purpose: To represent trauma-conditioned types whose best responses favor continued conflict and transmit violence intergenerationally.
    Introduced as a specific agent type within the model to explain persistence of violence cycles.

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Cite this review

Pith. "Pith review of Achieving Generational Peace in Mali through Intergenerational Mean-Field-Type Game-based Incentives." pith.science (2026). https://pith.science/paper/66LDWC7R

@misc{pith2026260518779,
  author       = {Pith},
  title        = {Pith review of: Achieving Generational Peace in Mali through Intergenerational Mean-Field-Type Game-based Incentives},
  year         = {2026},
  howpublished = {\url{https://pith.science/paper/66LDWC7R}},
  note         = {Machine review of arXiv:2605.18779}
}
read the original abstract

This article develops an intergenerational mean-field-type game (MFTG) to model Mali's and neighbouring countries multi-actor conflict ecosystem, which includes formal state forces, traditional hunters, nonstate militias, jihadists, criminal networks, civil societies, and international proxies. Each decision-maker (agent, a group of agents or representative agent) is defined by a type, state, information structure, and action, with payoffs dependent not only on individual decisions but also on the evolving distribution of all agents' profiles. The model reveals that cycles of violence can persist across multiple generations due to the embedded presence of retaliatory types such as revenger child-soldiers whose trauma-conditioned best-responses favor conflict, and whose behavior reinforces intergenerational transmission of violence. The model also captures the strategic exploitation of institutional fragility by war entrepreneurs who profit from sustained instability through arms sales, militia contracting, and unregistered market mediation. These actors inject minimal resources to trigger profitable escalations, turning latent tensions into self-reinforcing violence economies. We show that in the absence of structural counterincentives, peaceful strategies are non-absorbing, and violence remains dynamically rewarding for war entrepreneurs. However, by embedding incentive-compatible, information-adaptive transfers directly into instantaneous payoffs, rewarding verifiable peacebuilding and penalizing aggression, it is possible to shift the mean-field-type equilibrium distribution intergenerationally toward more peaceful types and drive systemic de-escalation. We also discuss about the funding and the real implementation of such mechanisms in the field.

Figures

Figures reproduced from arXiv: 2605.18779 by the authors.

Figure 1
Figure 1. How conflicts in other territories have affected an already fragile situation in Mali. [PITH_FULL_IMAGE:figures/full_fig_p004_1.png] view at source ↗
Figure 2
Figure 2. Example of Supply Chain Mapping: Origins and Diversification of Tactical Resources [PITH_FULL_IMAGE:figures/full_fig_p024_2.png] view at source ↗
Figure 3
Figure 3. Architecture of the Intergenerational MFTG. The vertical flow highlights the sequential [PITH_FULL_IMAGE:figures/full_fig_p029_3.png] view at source ↗
Figures from the paper (3 more)
Figure 4
Figure 4. Figure 4: Attackers convoys to Village D. In Sahelian zones such as Mali, Burkina Faso, Niger and Chad coordinated attacks by armed bandit groups often exploit the vulnerability and predictability of rural market days. These as￾sailants, frequently mobilized on dozens or even hu…
Figure 5
Figure 5. Figure 5: Attackers are distributed towards Village D. [PITH_FULL_IMAGE:figures/full_fig_p055_5.png]
Figure 6
Figure 6. Figure 6: Human-MI agents co-Intelligence simulation using interactive MI agents. [PITH_FULL_IMAGE:figures/full_fig_p058_6.png]

Discussion (0). Continue with ORCID to comment.

Forward citations

Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Mitigating Polycentric Conflict-Trap Risk in Mali via Intergenerational Volterra Mean-Field-Type Games

    cs.GT 2026-06 unverdicted novelty 3.0 of 10

    The paper proposes an intergenerational Volterra mean-field-type game framework to model conflict dynamics in Mali and design optimal policies that sever financial and psychological feedback loops sustaining violence.

Reference graph

Works this paper leans on

65 extracted references · 65 canonical work pages · cited by 1 Pith paper

  1. [1]

    Irrational medicine use and its associated factors in conflict-affected areas in mali: a cross-sectional study.Global Health Action, 18(1):2458935, 2025

    Mohamed Ali Ag Ahmed, Alassane Seydou, Issa Coulibaly, Karina Kielmann, and Raffaella Ravinetto. Irrational medicine use and its associated factors in conflict-affected areas in mali: a cross-sectional study.Global Health Action, 18(1):2458935, 2025

    work page 2025

  2. [2]

    The new scramble for africa: Impact of insecurity and democratic fragility on africa-eu relations

    Olayinka Ajala. The new scramble for africa: Impact of insecurity and democratic fragility on africa-eu relations. InAfrica, the EU and the Samoa Agreement, pages 16–29. Routledge, 2025

    work page 2025

  3. [3]

    Rethinking failure: Feminist peacebuilding and the peace continuum in violent and illiberal post-conflict settings.Global Studies Quarterly, 5(1):ksaf008, 2025

    Miriam J Anderson, Elizabeth S Corredor, and Julia Zulver. Rethinking failure: Feminist peacebuilding and the peace continuum in violent and illiberal post-conflict settings.Global Studies Quarterly, 5(1):ksaf008, 2025

    work page 2025

  4. [4]

    Sonja Ayeb-Karlsson, Gemma Hayward, and Dominic Kniveton. ‘we herders are often chased about by drought’: A systems analysis of natural resource degradation within the climate–(im) mobility–violence–health nexus in sahel.Earth, 6(1):11, 2025

    work page 2025

  5. [5]

    Springer Nature Switzerland AG, Birkhauser Cham, 2025

    Tamer Ba¸ sar, Boualem Djehiche, and Hamidou Tembine.Mean-Field-Type Game Theory: Applications, volume 2. Springer Nature Switzerland AG, Birkhauser Cham, 2025. 978-3-032- 07030-2

    work page 2025

  6. [6]

    Springer Nature Switzerland AG, Birkhauser Cham, 2025

    Tamer Ba¸ sar, Boualem Djehiche, and Hamidou Tembine.Mean-Field-Type Game Theory: Foundations and New Directions, 845 pages, volume 1. Springer Nature Switzerland AG, Birkhauser Cham, 2025. 978-3-032-07026-5

    work page 2025

  7. [7]

    The age of mansa musa of mali: Problems in succession and chronology

    Nawal Morcos Bell. The age of mansa musa of mali: Problems in succession and chronology. The International Journal of African Historical Studies, 5(2):221–234, 1972

    work page 1972

  8. [8]

    Development, security, and china’s evolving role in mali

    Lina Benabdallah and Daniel Large. Development, security, and china’s evolving role in mali. S. o. Studies (Ed.), China Africa Research Initiative, page 40, 2020

    work page 2020

Show all 65 references
  1. [9]

    Does supply-induced scarcity drive violent conflicts in the african sahel? the case of the tuareg rebellion in northern mali.Journal of Peace Research, 45(6):819–836, 2008

    Tor A Benjaminsen. Does supply-induced scarcity drive violent conflicts in the african sahel? the case of the tuareg rebellion in northern mali.Journal of Peace Research, 45(6):819–836, 2008

    2008

  2. [10]

    War at the background of europe: The crisis of mali.AARMS–Academic and Applied Research in Military and Public Management Science, 12(2):247–271, 2013

    J´ anos Beseny˝ o. War at the background of europe: The crisis of mali.AARMS–Academic and Applied Research in Military and Public Management Science, 12(2):247–271, 2013

    2013

  3. [11]

    Natural resource scarcity and its implication for farmer- herder conflicts in burkina faso

    Tog-Noma Patricia Emma Bontogho. Natural resource scarcity and its implication for farmer- herder conflicts in burkina faso. InHerder-Farmer Conflicts in Africa: Perspectives and Lessons for Sustainable Peacebuilding, pages 53–71. Springer, 2025

    2025

  4. [12]

    African boundary conflict: An empirical study.African Studies Review, 22(3):1–14, 1979

    J Barron Boyd Jr. African boundary conflict: An empirical study.African Studies Review, 22(3):1–14, 1979

    1979

  5. [13]

    Hosts, strangers and the tenure politics of livestock corridors in mali.Africa, 84(4):638–657, 2014

    Leif Brottem. Hosts, strangers and the tenure politics of livestock corridors in mali.Africa, 84(4):638–657, 2014

    2014

  6. [14]

    Violent farmer–herder conflicts in west africa: Landscape–livelihood interactions and the political ecology of customary dispute resolution

    Leif Brottem and Matthew D Turner. Violent farmer–herder conflicts in west africa: Landscape–livelihood interactions and the political ecology of customary dispute resolution. The Journal of Peasant Studies, 52(3):574–596, 2025. 99

    2025

  7. [15]

    Understanding the conflict in libya: strategic options and pathways.Inter- national Journal of African Renaissance Studies, 16(1):202–219, 2021

    Daniel Chigudu. Understanding the conflict in libya: strategic options and pathways.Inter- national Journal of African Renaissance Studies, 16(1):202–219, 2021

    2021

  8. [16]

    Sedentarization of nomadic pastoralists and” pastoralization” of cultivators in mali

    Salmana Ciss´ e. Sedentarization of nomadic pastoralists and” pastoralization” of cultivators in mali. InFuture of pastoral peoples: research priorities for the 1980s; proceedings of a conference held in Nairobi, Kenya, 4-8 Aug. 1980. IDRC, Ottawa, ON, CA, 1980

    1980

  9. [17]

    Nomads, islamists, and soldiers: the struggles for northern mali.Studies in Conflict & Terrorism, 36(8):617–634, 2013

    Lawrence E Cline. Nomads, islamists, and soldiers: the struggles for northern mali.Studies in Conflict & Terrorism, 36(8):617–634, 2013

    2013

  10. [18]

    aren’t we all journalists?

    Mirjam de Bruijn, Bruce Mutsvairo, Luca Bruls, Modibo Galy Ciss´ e, Johannes Langguth, Kristin Skare Orgeret, Samba Dialimpa Badji, Mulatu Alemayehu Moges, and Daniel Thilo Schroeder. “aren’t we all journalists?” citizen journalism, disinformation and the weaponization of soci...

    2025

  11. [19]

    Heat and hate: Climate security and farmer-herder conflicts in africa.Review of Economics and Statistics, pages 1–47, 2025

    Ulrich J Eberle, Dominic Rohner, and Mathias Thoenig. Heat and hate: Climate security and farmer-herder conflicts in africa.Review of Economics and Statistics, pages 1–47, 2025

    2025

  12. [20]

    The strong ‘weak state’: French statebuilding and military rule in mali.Journal of Intervention and Statebuilding, 16(3):269–286, 2022

    Joe Gazeley. The strong ‘weak state’: French statebuilding and military rule in mali.Journal of Intervention and Statebuilding, 16(3):269–286, 2022

    2022

  13. [21]

    World Politics Review, 2013

    Richard Gowan.Mali’s Conflict, the Sahel’s Crisis. World Politics Review, 2013

    2013

  14. [22]

    Wendata A Kafando and Takeshi Sakurai. Effects and mechanisms of armed conflict on agri- cultural production: Spatial evidence from terrorist violence in burkina faso.Journal of Agri- cultural Economics, 76(1):24–44, 2025

    2025

  15. [23]

    On the conflict potential of inherited boundaries in africa.World Politics, 18(4):656–673, 1966

    Ravi L Kapil. On the conflict potential of inherited boundaries in africa.World Politics, 18(4):656–673, 1966

    1966

  16. [24]

    Conflict and conflict resolution in the sahel: The tuareg insurgency in mali

    Kalifa Keita. Conflict and conflict resolution in the sahel: The tuareg insurgency in mali. Small Wars & Insurgencies, 9(3):102–128, 1998

    1998

  17. [25]

    Mali: The history behind the world’s newest conflict.Aspen Institute Italia, 2, 2013

    David Keys. Mali: The history behind the world’s newest conflict.Aspen Institute Italia, 2, 2013

    2013

  18. [26]

    Prospects for pastoralist-farmer conflict in africa

    Mostafa Khorsandi, Erwann Fillol, Andrew Smerald, Klaus Butterbach-Bahl, and Jaber Rahimi. Prospects for pastoralist-farmer conflict in africa. 2025

    2025

  19. [27]

    Political integration in africa: The mali federation.The Journal of Modern African Studies, 8(3):405–424, 1970

    Donn M Kurtz. Political integration in africa: The mali federation.The Journal of Modern African Studies, 8(3):405–424, 1970

    1970

  20. [28]

    China’s un peacekeeping in mali and comprehensive diplomacy.The China Quarterly, 239:635–655, 2019

    Marc Lanteigne. China’s un peacekeeping in mali and comprehensive diplomacy.The China Quarterly, 239:635–655, 2019

    2019

  21. [29]

    Property relations by other means: conflict over dry- land resources in benin and mali.The European Journal of Development Research, 22(5):643– 659, 2010

    Pierre-Yves Le Meur and Peter Hochet. Property relations by other means: conflict over dry- land resources in benin and mali.The European Journal of Development Research, 22(5):643– 659, 2010

    2010

  22. [30]

    Baz Lecocq, Gregory Mann, Bruce Whitehouse, Dida Badi, Lotte Pelckmans, Nadia Belalimat, Bruce Hall, and Wolfram Lacher. One hippopotamus and eight blind analysts: a multivocal analysis of the 2012 political crisis in the divided republic of mali.Review of African Political Ec...

    2012

  23. [31]

    Small farmer credit and the village production unit in rural mali

    John Van Dusen Lewis. Small farmer credit and the village production unit in rural mali. African Studies Review, 21(3):29–48, 1978

    1978

  24. [32]

    The roots of resilience: Exploring popular support for african traditional authorities.African Affairs, 112(448):353–376, 2013

    Carolyn Logan. The roots of resilience: Exploring popular support for african traditional authorities.African Affairs, 112(448):353–376, 2013

    2013

  25. [33]

    Symptoms of an enduring crisis: prospects for addressing mali’s conflict catalysts.Africa Policy Journal, 8:9, 2012

    Jos´ e Luengo-Cabrera. Symptoms of an enduring crisis: prospects for addressing mali’s conflict catalysts.Africa Policy Journal, 8:9, 2012

    2012

  26. [34]

    Mali: Visions of war.Stability: International Journal of Security and Devel- opment, 2(2):17–17, 2013

    Roland Marchal. Mali: Visions of war.Stability: International Journal of Security and Devel- opment, 2(2):17–17, 2013

    2013

  27. [35]

    Military (mis) adventures in mali.African affairs, 112(448):486–497, 2013

    Roland Marchal. Military (mis) adventures in mali.African affairs, 112(448):486–497, 2013

    2013

  28. [36]

    SCB Distributors, 2012

    Cynthia McKinney.The illegal war on Libya. SCB Distributors, 2012

    2012

  29. [37]

    A class analysis of the bureaucratic process in mali.The Journal of Development Studies, 6(2):97–110, 1970

    Claude Mefflassoux. A class analysis of the bureaucratic process in mali.The Journal of Development Studies, 6(2):97–110, 1970

    1970

  30. [38]

    Changing contexts and dynamics of farmer-herder conflicts across west africa

    Mark Moritz. Changing contexts and dynamics of farmer-herder conflicts across west africa. Canadian Journal of African Studies/Revue canadienne des ´ etudes africaines, 40(1):1–40, 2006

    2006

  31. [39]

    From federalism to francophonia: Senghor’s african policy.African Studies Review, 15(2):283–306, 1972

    Robert A Mortimer. From federalism to francophonia: Senghor’s african policy.African Studies Review, 15(2):283–306, 1972

    1972

  32. [40]

    The historical roots behind the libyan state failure.Contemporary Arab Affairs, 17(4):620–635, 2024

    Ali Bin Musa. The historical roots behind the libyan state failure.Contemporary Arab Affairs, 17(4):620–635, 2024

    2024

  33. [41]

    Analysing the causes and effects of farmer-herder conflict in benue state, nigeria.Journal of Spatial Information Sciences, 2(1):15–25, 2025

    Ibrahim Alhaji Mustafa and I Sa’ad. Analysing the causes and effects of farmer-herder conflict in benue state, nigeria.Journal of Spatial Information Sciences, 2(1):15–25, 2025

    2025

  34. [42]

    Managing herder-farmer conflicts in donga mantung division of the north west region of cameroon

    Aloysius Nyuymengka Ngalim. Managing herder-farmer conflicts in donga mantung division of the north west region of cameroon. InHerder-Farmer Conflicts in Africa: Perspectives and Lessons for Sustainable Peacebuilding, pages 73–94. Springer, 2025

    2025

  35. [43]

    Wageningen University and Research, 2013

    Karin Nijenhuis.Farmers on the move: mobility, access to land and conflict in Central and South Mali. Wageningen University and Research, 2013

    2013

  36. [44]

    Libya: Roots of a civil conflict.Mediterranean Politics, 16(2):313–319, 2011

    Emanuela Paoletti. Libya: Roots of a civil conflict.Mediterranean Politics, 16(2):313–319, 2011

    2011

  37. [45]

    Yale University Press, 2012

    Alison Pargeter.Libya: The rise and fall of Qaddafi. Yale University Press, 2012

    2012

  38. [46]

    The wagner group in africa: Russia’s quasi-state agent of influence.Studies in Conflict & Terrorism, pages 1–23, 2023

    Elena Pokalova. The wagner group in africa: Russia’s quasi-state agent of influence.Studies in Conflict & Terrorism, pages 1–23, 2023

    2023

  39. [47]

    The deep roots of libya’s security fragmentation.Middle Eastern Studies, 55(2):200–224, 2019

    Jean-Louis Romanet Perroux. The deep roots of libya’s security fragmentation.Middle Eastern Studies, 55(2):200–224, 2019

    2019

  40. [48]

    The conflict in mali: Causes, actors, and challenges.NUST Journal of International Peace & Stability, pages 106–111, 2025

    Wardah Shahid. The conflict in mali: Causes, actors, and challenges.NUST Journal of International Peace & Stability, pages 106–111, 2025. 101

    2025

  41. [49]

    Russia’s wagner group/africa corps: an authoritarian conflict manage- ment examination.Conflict, Security & Development, 24(5):479–499, 2024

    Christopher Spearin. Russia’s wagner group/africa corps: an authoritarian conflict manage- ment examination.Conflict, Security & Development, 24(5):479–499, 2024

    2024

  42. [50]

    Russia’s wagner group and the sustainment of authoritarianism in africa: Implications for china at home and abroad.Contemporary Security Policy, pages 1–25, 2025

    Christopher Spearin. Russia’s wagner group and the sustainment of authoritarianism in africa: Implications for china at home and abroad.Contemporary Security Policy, pages 1–25, 2025

    2025

  43. [51]

    Strategic Studies Institute and US Army War College Press, 2013

    Dona J Stewart.What is next for Mali?: the roots of conflict and challenges to stability. Strategic Studies Institute and US Army War College Press, 2013

    2013

  44. [52]

    Machine intelli- gence in africa: a survey.DSAI, 2024

    Allahsera Auguste Tapo, Ali Traore, Sidy Danioko, and Hamidou Tembine. Machine intelli- gence in africa: a survey.DSAI, 2024

    2024

  45. [53]

    Hamidou Tembine, Issa Bamia, Massa Ndong, Bakary Coulibaly, Oumar Issiaka Traore, Moussa Traore, Moussa Sanogo, Mamadou Eric Sangare, Salif Kante, Daryl Noupa Yongueng, Hafiz Tiomoko Ali, Malik Tiomoko, Frejus Laleye, Boualem Djehiche, Wesmanegda Elisee Dipama, Idris Baba Saje...

    2025

  46. [54]

    Sawa Editions, Bamako, Mali,

    Hamidou Tembine, Modibo Bouare, Mariam Dembele, Abdoulaye Diallo, Boubacar Diallo, Abdoulaye Diarra, Bourama Doumbia, Ndeye Molinier, Astou Sidibe, Allahsera Tapo, and Sidy Danioko.Machine Intelligence in Africa in 20 Questions. Sawa Editions, Bamako, Mali,

  47. [55]

    Published in collaboration with the National Library of Mali

  48. [56]

    Mean-field-type transformers

    Hamidou Tembine, Manzoor Ahmed Khan, and Issa Bamia. Mean-field-type transformers. Mathematics, 12(22):3506, 2024

    2024

  49. [57]

    Armed conflicts, 1946–2012.Journal of Peace Research, 50(4):509–521, 2013

    Lotta Themn´ er and Peter Wallensteen. Armed conflicts, 1946–2012.Journal of Peace Research, 50(4):509–521, 2013

    1946

  50. [58]

    Routledge, 2012

    Mattia Toaldo.The Origins of the US War on Terror: Lebanon, Libya and American Inter- vention in the Middle East. Routledge, 2012

    2012

  51. [59]

    Modeling the country’s participation in armed conflict resolution: Case of germany’s activity in mali.Vestnik RUDN

    Philipp O Trunov. Modeling the country’s participation in armed conflict resolution: Case of germany’s activity in mali.Vestnik RUDN. International Relations, 23(1):48–66, 2023

    2023

  52. [60]

    Turkey’s foreign aid to africa: An analysis of the post-july 15 era.Journal of Balkan and Near Eastern Studies, 23(5):795–812, 2021

    Yunus Turhan. Turkey’s foreign aid to africa: An analysis of the post-july 15 era.Journal of Balkan and Near Eastern Studies, 23(5):795–812, 2021

    2021

  53. [61]

    resource conflicts

    Matthew D Turner. Political ecology and the moral dimensions of “resource conflicts”: the case of farmer–herder conflicts in the sahel.Political geography, 23(7):863–889, 2004

    2004

  54. [62]

    Ikechukwu Emmanuel Uvere. The role of external actors in fueling separatist conflicts in parts of west africa and ecowas response.Journal of fine and creative arts, music, media and communication studies, 1(1), 2025. 102

    2025

  55. [63]

    Conflicts between nomadic herders and sedentary farmers in the sahel

    Kira Virginia Vinke. Conflicts between nomadic herders and sedentary farmers in the sahel. InRedrawing Humanity’s Map, pages 55–72. Springer, 2025

    2025

  56. [64]

    The african union, france, and conflict management in mali: Preferences, actions, and narrations.Journal of intervention and statebuilding, 16(3):287–305, 2022

    Martin Welz. The african union, france, and conflict management in mali: Preferences, actions, and narrations.Journal of intervention and statebuilding, 16(3):287–305, 2022

    2022

  57. [65]

    How farmer-herder conflicts reconfigure the authority of politico-legal institutions in ghana.The Journal of Peasant Studies, 52(2):302–321, 2025

    Leon Brenya Yeboah, Abubakari Abdulai, Frank Kwaku Agyei, and Dzigbodi Adzo Doke. How farmer-herder conflicts reconfigure the authority of politico-legal institutions in ghana.The Journal of Peasant Studies, 52(2):302–321, 2025. 103

    2025

Pith tools

Reviewed May 21, 2026 · model on record in the stance chip above.