CONTRASTIVE LEARNING FOR WORKLOAD CHARACTERIZATION AND PREDICTIVE SCHEDULING IN HETEROGENEOUS COMPUTING

Hiroto Tanaka*; Ayaka Saito; Jennifer B. Maglinte; Anamie A. Dela Cerna; Michael Ryan G. Tapitan Ma. Zaida L. Sulidarios; Hidear Talirongan; Dr. Harshvardhan Dave; Dr. Sachin Rastogi; Dr. Aristeo C. Salapa; Lemuel D. Abadilla; Aristeo C. Salapa; Gerard R. Orense; Nicolas Guzman Camacho; Nicolas Guzman Camacho; Nicolas Guzman Camacho; Colombia; Kamal Ahmed Aboelkamal Ali; Mohammed Ahmed Mohammed Alshaqsi; Kamal Ahmed Aboelkamal Ali; Mohammed Ahmed Mohammed Alshaqsi; V. Saravanakumar; Salvador Loria; Lester V. Gonzales; Christopher M. Bal-ut; Michelle O. Serafin; May Ann A. Acera; Narasimha Chaitanya Samineni; Gaudencio G. Abellanosa; Alreich Bryan S. Bustillo; Shinnen Johann N. Cahandig; Lyneth Joy A. Dorado; Brenda Lotte R. Oberio; Yashwant Reddy; Priya Mehta; Mitali Deshmukh; Pranav Sahoo; Arindam Das; Vikas Reddy Mandadhi; Vamsi M Nellutla; Salvador Loria; Jr. Rocel A. Turco; Rio A. Villarias; Ryan L. Dumaguin; Jayhard G. Sadural; Salvador Loria; Ramir G. Pacheco; Richel B. Rabas; Emma O. Cajurao; Rocel A. Turco; Adeyemi Michael Adejumobi; Dr. Aristeo C. Salapa; Marienelle Samson; Ayotunde Peter Somoye*; Obaloluwa Adejokun; Joseph Oyeniyi Adeniji; Cydeah Aldic J. Conchas; Aristeo C. Salapa; Jestoni C. Siarot; Aristeo C. Salapa; Susan Wasserman; James collins; Joseph Isaiah S. Trinidad; Dr. Aristeo C. Salapa; Rehema Mlanzi Kampala; Doctor Janet Emily Mutebe; Doctor Lucas Antony Kisasa; Md Raihanul Islam; 1Lira Amor V. Gallardo; 2Cathirine C. Hallares; 3Miel Clymon M. Gallardo; 4Charmie O. Tabag; 5Jared Aaron A. Ortiz; 6Princess Lynne C. Balbin; 7John Henry L. Hermoso; Alexis May G. Gumapac; Dr. Aristeo C. Salapa; Kristine Mae Jamili; RCE*; Aristeo Salapa; Khawla Tawfeeq Rasheed Omar; Rose Mufid Abd Alraheem Alqasem; Samah AbdulMohdi Abdallah Massadeh; Samer Abdullah Sadeq Hamed; Nawal Ameen Ahmed Alzabin; Christopher Casipong; Dr. Hidear Talirongan; Aderonke J. Ojo; Adedayo D. Ojo; Adeyinka P. Ajayi; Oladele Samson Bello; Hidear Talirongan; Eljun Karl C. Atay; Vincent S. Estomata; Princess Joy S. Macalisang; Roxan D. Cayetano; Aristeo C. Salapa; Mainz Clare Curzon; Mae Jean M. Achacoso; Aristeo C. Salapa; Hidear Talirongan; Felma F. Pamat; Althea B. Escol; DIVIDEVARA SAI TEJA; G. PRAVEEN BABU; Alsulami; Sanad Ammar A; Sammer Lea R. Sampilo; Serge Estañero; Amie Bangculot; Wendilyn Seguerra; Hidear Talirongan; V. Nikitha; Dr. T. Sree Kala; Hidear Talirongan; Philipcris C. Encarnacion; Niño Derex C. Nagrama; Niel Patrick O. Neri; Jerwin B. Teñajura; Jonel B. Taer; Vincent T. Timod; Dr. Joel S. Pardillo; Friezell Thess Sayon; Renasell Sumbrana; Evangeline Francisco-Reponte; Dr. Aristeo C. Salapa; Samson Jiya; Mohammed Haidara; J. Jayashree; Dr. T. Sree Kala; Muhammad Shahid; Aristeo C. Salapa; Lizlie Joy U. Gomez; Vislavath Ramu; G. Narasimham; Cherrelyn P. Campaña; Daniel J. Mediante; Cherrelyn P. Campaña; Chona B. Desierto; Ogbonna; N.P; Alozie-Oji; O; Jesenex Jacob L. Malabago; Dr. Aristeo C. Salapa; Jaymark M. Quizon; Aristeo C. Salapa; Angelika T. Hormachuelos; Aristeo C. Salapa; April Joy A. Dela Torre; Aristeo C. Salapa; DPA; Brenda Lotte Redillas Oberio; Aristeo C. Salapa; Remy S. Taporoc; Aristeo C. Salapa; Erovenos L. Emata; Dr. Aristeo C. Salapa; Braulio Jr. R. Adonis; Aristeo C. Salapa; Willy George P. Nicolas; Dr. Aristeo C. Salapa; Ugwuoke Malachy. O.1; Eze Kenneth. A. 2; Agu Anthony. U3; Magierose M. Flores; Dr. Aristeo C. Salapa; Cherrelyn P. Campaña; Felmarie Joy R. Ponteras; Makiwag; Sharelyn U.; Jezsa O. Telanduca; Dr. Cherrylyn Campaña; Jayzon A. Tongcaling; Cherrelyn P. Campaña. LPT. MAed; Dr. Cherrelyn P. Campaña; Liezl Mae S. Velasco; Ahmad Ikram; Rami Saied AlZaben; Ahmad Ikram; Cherrelyn P. Campaña; Mark Anthony J. Tajale; Ahmad Ikram; Ahmad Ikram; Ahmad Ikram; Ahmad Ikram; Athena Jo A. Avila; Dr. Cherrelyn Campaña; Dr. Cherrelyn P. Campana; Jenalyn P. Manguiob; Cherrelyn P. Campaña; Joemaris D. Buguis; Ronnie O. Juliano; Jean Pearl P. Juliano; Jess Elton C. Largado; Dr. Cherrelyn P. Campaña; Kimberly G. Sulla; Lhaarnie S. Aman; Filmark M. Miñoza; Mark Jason A. Bascon; Regan Mark G. Flores; Jekyle T. Barido; Hidear Talirongan; Apple Erm Pintor; Matthew Mettias; Sophia Olivia; Liam Thompson; I-Ching Chen1*; Ya-Chi Chen2; Maricar A. Retonel; Dr. Cherrelyn P. Campaña; Prof. Janka Dimitrova; Eftimija Dimitrova; Verus Ishengoma1; Janet Emily Mutebe2; Juliana Ogera3; Nagina Tariq; Dr Rachna Thakkar; Anubhav Sindhy; Malay Tyagi; and Rajat Gupta; Zakhro Sodikova; Arun Teja Sara; Tony Henry Arthur1; Francis Kofi Korankye-Sakyi2 and Adelaide Denkyi3; Pearl Enebeli; Moridiyat Kehinde Adebiyi; Akhil Reddy Mandadi; Anya Adebayo ANYA; Jelilat Opeyemi Olatoke; Awwal Mustapha; Hiroto Tanaka*; Ayaka Saito; Jennifer B. Maglinte; Anamie A. Dela Cerna; Michael Ryan G. Tapitan Ma. Zaida L. Sulidarios; Hidear Talirongan; Dr. Harshvardhan Dave; Dr. Sachin Rastogi; Dr. Aristeo C. Salapa; Lemuel D. Abadilla; Aristeo C. Salapa; Gerard R. Orense; Nicolas Guzman Camacho; Nicolas Guzman Camacho; Nicolas Guzman Camacho; Colombia; Kamal Ahmed Aboelkamal Ali; Mohammed Ahmed Mohammed Alshaqsi; Kamal Ahmed Aboelkamal Ali; Mohammed Ahmed Mohammed Alshaqsi; V. Saravanakumar; Salvador Loria; Lester V. Gonzales; Christopher M. Bal-ut; Michelle O. Serafin; May Ann A. Acera; Narasimha Chaitanya Samineni; Gaudencio G. Abellanosa; Alreich Bryan S. Bustillo; Shinnen Johann N. Cahandig; Lyneth Joy A. Dorado; Brenda Lotte R. Oberio; Yashwant Reddy; Priya Mehta; Mitali Deshmukh; Pranav Sahoo; Arindam Das; Vikas Reddy Mandadhi; Vamsi M Nellutla; Salvador Loria; Jr. Rocel A. Turco; Rio A. Villarias; Ryan L. Dumaguin; Jayhard G. Sadural; Salvador Loria; Ramir G. Pacheco; Richel B. Rabas; Emma O. Cajurao; Rocel A. Turco; Adeyemi Michael Adejumobi; Dr. Aristeo C. Salapa; Marienelle Samson; Ayotunde Peter Somoye*; Obaloluwa Adejokun; Joseph Oyeniyi Adeniji; Cydeah Aldic J. Conchas; Aristeo C. Salapa; Jestoni C. Siarot; Aristeo C. Salapa; Susan Wasserman; James collins; Joseph Isaiah S. Trinidad; Dr. Aristeo C. Salapa; Rehema Mlanzi Kampala; Doctor Janet Emily Mutebe; Doctor Lucas Antony Kisasa; Md Raihanul Islam; 1Lira Amor V. Gallardo; 2Cathirine C. Hallares; 3Miel Clymon M. Gallardo; 4Charmie O. Tabag; 5Jared Aaron A. Ortiz; 6Princess Lynne C. Balbin; 7John Henry L. Hermoso; Alexis May G. Gumapac; Dr. Aristeo C. Salapa; Kristine Mae Jamili; RCE*; Aristeo Salapa; Khawla Tawfeeq Rasheed Omar; Rose Mufid Abd Alraheem Alqasem; Samah AbdulMohdi Abdallah Massadeh; Samer Abdullah Sadeq Hamed; Nawal Ameen Ahmed Alzabin; Christopher Casipong; Dr. Hidear Talirongan; Aderonke J. Ojo; Adedayo D. Ojo; Adeyinka P. Ajayi; Oladele Samson Bello; Hidear Talirongan; Eljun Karl C. Atay; Vincent S. Estomata; Princess Joy S. Macalisang; Roxan D. Cayetano; Aristeo C. Salapa; Mainz Clare Curzon; Mae Jean M. Achacoso; Aristeo C. Salapa; Hidear Talirongan; Felma F. Pamat; Althea B. Escol; DIVIDEVARA SAI TEJA; G. PRAVEEN BABU; Alsulami; Sanad Ammar A; Sammer Lea R. Sampilo; Serge Estañero; Amie Bangculot; Wendilyn Seguerra; Hidear Talirongan; V. Nikitha; Dr. T. Sree Kala; Hidear Talirongan; Philipcris C. Encarnacion; Niño Derex C. Nagrama; Niel Patrick O. Neri; Jerwin B. Teñajura; Jonel B. Taer; Vincent T. Timod; Dr. Joel S. Pardillo; Friezell Thess Sayon; Renasell Sumbrana; Evangeline Francisco-Reponte; Dr. Aristeo C. Salapa; Samson Jiya; Mohammed Haidara; J. Jayashree; Dr. T. Sree Kala; Muhammad Shahid; Aristeo C. Salapa; Lizlie Joy U. Gomez; Vislavath Ramu; G. Narasimham; Cherrelyn P. Campaña; Daniel J. Mediante; Cherrelyn P. Campaña; Chona B. Desierto; Ogbonna; N.P; Alozie-Oji; O; Jesenex Jacob L. Malabago; Dr. Aristeo C. Salapa; Jaymark M. Quizon; Aristeo C. Salapa; Angelika T. Hormachuelos; Aristeo C. Salapa; April Joy A. Dela Torre; Aristeo C. Salapa; DPA; Brenda Lotte Redillas Oberio; Aristeo C. Salapa; Remy S. Taporoc; Aristeo C. Salapa; Erovenos L. Emata; Dr. Aristeo C. Salapa; Braulio Jr. R. Adonis; Aristeo C. Salapa; Willy George P. Nicolas; Dr. Aristeo C. Salapa; Ugwuoke Malachy. O.1; Eze Kenneth. A. 2; Agu Anthony. U3; Magierose M. Flores; Dr. Aristeo C. Salapa; Cherrelyn P. Campaña; Felmarie Joy R. Ponteras; Makiwag; Sharelyn U.; Jezsa O. Telanduca; Dr. Cherrylyn Campaña; Jayzon A. Tongcaling; Cherrelyn P. Campaña. LPT. MAed; Dr. Cherrelyn P. Campaña; Liezl Mae S. Velasco; Ahmad Ikram; Rami Saied AlZaben; Ahmad Ikram; Cherrelyn P. Campaña; Mark Anthony J. Tajale; Ahmad Ikram; Ahmad Ikram; Ahmad Ikram; Ahmad Ikram; Athena Jo A. Avila; Dr. Cherrelyn Campaña; Dr. Cherrelyn P. Campana; Jenalyn P. Manguiob; Cherrelyn P. Campaña; Joemaris D. Buguis; Ronnie O. Juliano; Jean Pearl P. Juliano; Jess Elton C. Largado; Dr. Cherrelyn P. Campaña; Kimberly G. Sulla; Lhaarnie S. Aman; Filmark M. Miñoza; Mark Jason A. Bascon; Regan Mark G. Flores; Jekyle T. Barido; Hidear Talirongan; Apple Erm Pintor; Matthew Mettias; Sophia Olivia; Liam Thompson; I-Ching Chen1*; Ya-Chi Chen2; Maricar A. Retonel; Dr. Cherrelyn P. Campaña; Prof. Janka Dimitrova; Eftimija Dimitrova; Verus Ishengoma1; Janet Emily Mutebe2; Juliana Ogera3; Nagina Tariq; Dr Rachna Thakkar; Anubhav Sindhy; Malay Tyagi; and Rajat Gupta; Zakhro Sodikova; Arun Teja Sara; Tony Henry Arthur1; Francis Kofi Korankye-Sakyi2 and Adelaide Denkyi3; Pearl Enebeli; Moridiyat Kehinde Adebiyi; Akhil Reddy Mandadi; Anya Adebayo ANYA; Jelilat Opeyemi Olatoke; Awwal Mustapha

doi:https://doi.org/10.5281/zenodo.17776299

December 2025 Issue

About this Issue: The December 2025 issue of IJETRM publishes peer-reviewed research papers in Engineering, Technology, Artificial Intelligence, Computer Science, Management and Applied Sciences.

S.NO	Title / Author	PDF
101	ARCHITECTING GOVERNANCE-CENTRIC ASSURANCE LAYERS FOR PREVENTING TRUST EROSION IN INTEROPERABLE PUBLIC HEALTH DATA ECOSYSTEMS DURING INFECTIOUS DISEASE CRISES Author: Pearl Enebeli
102	GOVERNANCE FRAGMENTATION AND ITS IMPACT ON CONSTRUCTION PRODUCTIVITY DECLINE ACROSS UNITED STATES INFRASTRUCTURE DEVELOPMENT PROJECTS SINCE 1968. Author: Moridiyat Kehinde Adebiyi
103	LLM OBSERVABILITY: A FRAMEWORK FOR PRODUCTION APPLICATIONS Author: Akhil Reddy Mandadi
104	AI AND IOT ENABLED AGRICULTURAL GOVERNANCE FOR DROUGHT PREPAREDNESS AND RURAL ECONOMIC RESILIENCE: PUBLIC POLICY, PRIVATE POLICY AND INNOVATION PATHWAYS IN THE UNITED STATES, NIGERIA AND INDIA Author: Anya Adebayo ANYA
105	TRANSFORMING INFORMAL COMMERCE THROUGH INTEGRATED PRODUCT CATALOGUES, DIGITAL PAYMENTS, CUSTOMER CONVERSATIONS, AND AUTOMATED SALES RECORDING SYSTEMS Author: Jelilat Opeyemi Olatoke
106	ADAPTIVE OBSERVABILITY AND INCIDENT PREDICTION FRAMEWORK FOR REDUCING MEAN TIME TO RECOVERY IN DISTRIBUTED FINANCIAL SERVICE PLATFORMS Author: Awwal Mustapha

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