<?xml version="1.0" encoding="UTF-8"?>

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2026 Workiva-->
<!--r:019df3d5-0735-788b-80da-0d77c1aa9385,g:94fceab1-2342-4798-8796-4b863d015fe5-->
<link:linkbase xmlns:link="http://www.xbrl.org/2003/linkbase" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.xbrl.org/2003/linkbase http://www.xbrl.org/2003/xbrl-linkbase-2003-12-31.xsd">
  <link:roleRef roleURI="http://atmus.com/role/Cover" xlink:type="simple" xlink:href="atmu-20260508.xsd#Cover"/>
  <link:presentationLink xlink:role="http://atmus.com/role/Cover" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_CoverAbstract"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentType_019df3d5-0735-7f7e-8a82-22bebac11fa6" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_DocumentType"/>
    <link:presentationArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_DocumentType_019df3d5-0735-7f7e-8a82-22bebac11fa6" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentPeriodEndDate_019df3d5-0735-7f6b-9d1b-9211665678a9" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_DocumentPeriodEndDate"/>
    <link:presentationArc order="2" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_DocumentPeriodEndDate_019df3d5-0735-7f6b-9d1b-9211665678a9" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityRegistrantName_019df3d5-0735-789d-a5b9-d8cb7d16066c" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityRegistrantName"/>
    <link:presentationArc order="3" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityRegistrantName_019df3d5-0735-789d-a5b9-d8cb7d16066c" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityIncorporationStateCountryCode_019df3d5-0735-7a52-a2f2-99571f3ed071" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityIncorporationStateCountryCode"/>
    <link:presentationArc order="4" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityIncorporationStateCountryCode_019df3d5-0735-7a52-a2f2-99571f3ed071" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityTaxIdentificationNumber_019df3d5-0735-7250-a2f7-8a9f143651f2" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityTaxIdentificationNumber"/>
    <link:presentationArc order="5" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityTaxIdentificationNumber_019df3d5-0735-7250-a2f7-8a9f143651f2" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressAddressLine1_019df3d5-0735-78df-ab80-362e1e08afef" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityAddressAddressLine1"/>
    <link:presentationArc order="6" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityAddressAddressLine1_019df3d5-0735-78df-ab80-362e1e08afef" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressCityOrTown_019df3d5-0735-7f95-ac25-bab206fd48c2" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityAddressCityOrTown"/>
    <link:presentationArc order="7" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityAddressCityOrTown_019df3d5-0735-7f95-ac25-bab206fd48c2" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressStateOrProvince_019df3d5-0735-7c74-a9a8-647a6597aab4" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityAddressStateOrProvince"/>
    <link:presentationArc order="8" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityAddressStateOrProvince_019df3d5-0735-7c74-a9a8-647a6597aab4" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressPostalZipCode_019df3d5-0735-7d25-b779-b71707f273a4" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityAddressPostalZipCode"/>
    <link:presentationArc order="9" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityAddressPostalZipCode_019df3d5-0735-7d25-b779-b71707f273a4" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_CityAreaCode_019df3d5-0735-7006-98fe-d087b49e6640" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_CityAreaCode"/>
    <link:presentationArc order="10" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_CityAreaCode_019df3d5-0735-7006-98fe-d087b49e6640" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_LocalPhoneNumber_019df3d5-0735-70ae-94fc-96521e73461f" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_LocalPhoneNumber"/>
    <link:presentationArc order="11" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_LocalPhoneNumber_019df3d5-0735-70ae-94fc-96521e73461f" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_WrittenCommunications_019df3d5-0735-78b0-9837-53fa11370c5f" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_WrittenCommunications"/>
    <link:presentationArc order="12" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_WrittenCommunications_019df3d5-0735-78b0-9837-53fa11370c5f" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SolicitingMaterial_019df3d5-0735-7315-af15-e0a0484d4407" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_SolicitingMaterial"/>
    <link:presentationArc order="13" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_SolicitingMaterial_019df3d5-0735-7315-af15-e0a0484d4407" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementTenderOffer_019df3d5-0735-7acd-87ea-8d75a1a4c29d" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_PreCommencementTenderOffer"/>
    <link:presentationArc order="14" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_PreCommencementTenderOffer_019df3d5-0735-7acd-87ea-8d75a1a4c29d" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementIssuerTenderOffer_019df3d5-0735-7905-b382-54cf8e1ac724" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_PreCommencementIssuerTenderOffer"/>
    <link:presentationArc order="15" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_PreCommencementIssuerTenderOffer_019df3d5-0735-7905-b382-54cf8e1ac724" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_Security12bTitle_019df3d5-0735-7506-b413-049fd45340a7" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_Security12bTitle"/>
    <link:presentationArc order="16" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_Security12bTitle_019df3d5-0735-7506-b413-049fd45340a7" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_TradingSymbol_019df3d5-0735-785c-9a86-16c427c5127a" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_TradingSymbol"/>
    <link:presentationArc order="17" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_TradingSymbol_019df3d5-0735-785c-9a86-16c427c5127a" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SecurityExchangeName_019df3d5-0735-7fc1-8b74-cd6368fdbc14" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_SecurityExchangeName"/>
    <link:presentationArc order="18" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_SecurityExchangeName_019df3d5-0735-7fc1-8b74-cd6368fdbc14" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityEmergingGrowthCompany_019df3d5-0735-7d8d-a20d-eb892f4e12a7" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityEmergingGrowthCompany"/>
    <link:presentationArc order="19" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityEmergingGrowthCompany_019df3d5-0735-7d8d-a20d-eb892f4e12a7" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityCentralIndexKey_019df3d5-0735-7112-82b4-add02fc972a4" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityCentralIndexKey"/>
    <link:presentationArc order="20" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityCentralIndexKey_019df3d5-0735-7112-82b4-add02fc972a4" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_AmendmentFlag_019df3d5-0735-7653-9171-16484eb61690" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_AmendmentFlag"/>
    <link:presentationArc order="21" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_AmendmentFlag_019df3d5-0735-7653-9171-16484eb61690" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityFileNumber_019df3d5-0735-78db-a334-6347cb584898" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityFileNumber"/>
    <link:presentationArc order="22" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019df3d5-0735-7380-81d1-c6456b96306a" xlink:to="loc_dei_EntityFileNumber_019df3d5-0735-78db-a334-6347cb584898" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
  </link:presentationLink>
</link:linkbase>
