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<dblpperson name="Aditya Mahajan" pid="84/6024" n="158">
<person key="homepages/84/6024" mdate="2019-10-02">
<author pid="84/6024">Aditya Mahajan</author>
<note type="affiliation">McGill University, Montreal, Canada</note>
<url>http://www.ece.mcgill.ca/~amahaj1/</url>
<url>https://orcid.org/0000-0001-8125-1191</url>
</person>
<r><article publtype="informal" key="journals/corr/abs-2602-02814" mdate="2026-03-30">
<author pid="308/8461">Berk Bozkurt</author>
<author pid="84/6024">Aditya Mahajan</author>
<author pid="87/7140">Ashutosh Nayyar</author>
<author pid="20/1654-2">Yi Ouyang 0002</author>
<title>Sub-optimality bounds for certainty equivalent policies in partially observed systems.</title>
<year>2026</year>
<month>February</month>
<volume>abs/2602.02814</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2602.02814</ee>
<url>db/journals/corr/corr2602.html#abs-2602-02814</url>
<stream>streams/journals/corr</stream>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2603-17875" mdate="2026-04-13">
<author pid="18/6404">Abhishek Gupta</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Operator-Theoretic Foundations and Policy Gradient Methods for General MDPs with Unbounded Costs.</title>
<year>2026</year>
<month>March</month>
<volume>abs/2603.17875</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2603.17875</ee>
<url>db/journals/corr/corr2603.html#abs-2603-17875</url>
<stream>streams/journals/corr</stream>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2604-09495" mdate="2026-05-08">
<author pid="87/2843">Amit Sinha</author>
<author pid="38/6508">Matthieu Geist</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Risk-seeking conservative policy iteration with agent-state based policies for Dec-POMDPs with guaranteed convergence.</title>
<year>2026</year>
<month>April</month>
<volume>abs/2604.09495</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2604.09495</ee>
<url>db/journals/corr/corr2604.html#abs-2604-09495</url>
<stream>streams/journals/corr</stream>
</article>
</r>
<r><article key="journals/anor/SinhaM25" mdate="2026-01-09">
<author orcid="0000-0003-1605-6845" pid="87/2843">Amit Sinha</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>On the sensitivity of restless bandits solutions to uncertainty in the models of the arms.</title>
<pages>2939-2969</pages>
<year>2025</year>
<month>December</month>
<volume>355</volume>
<journal>Ann. Oper. Res.</journal>
<number>3</number>
<ee>https://doi.org/10.1007/s10479-025-06821-3</ee>
<url>db/journals/anor/anor355.html#SinhaM25</url>
<stream>streams/journals/anor</stream>
</article>
</r>
<r><article key="journals/csysl/SerajNM25" mdate="2025-08-05">
<author orcid="0000-0003-2898-3048" pid="255/4999">Raihan Seraj</author>
<author orcid="0000-0002-3417-4135" pid="54/3751">Jerome Le Ny</author>
<author orcid="0000-0001-8125-1191" pid="84/6024">Aditya Mahajan</author>
<title>Fatigue and Task Load Dependent Decision Referrals for Joint Binary Classification in Human-Automation Teams.</title>
<pages>1315-1320</pages>
<year>2025</year>
<volume>9</volume>
<journal>IEEE Control. Syst. Lett.</journal>
<ee>https://doi.org/10.1109/LCSYS.2025.3581647</ee>
<url>db/journals/csysl/csysl9.html#SerajNM25</url>
<stream>streams/journals/csysl</stream>
</article>
</r>
<r><article key="journals/jmlr/SayedanaCM25" mdate="2026-03-17">
<author pid="250/3079">Borna Sayedana</author>
<author pid="32/5464">Peter E. Caines</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Concentration of Cumulative Reward in Markov Decision Processes.</title>
<pages>278:1-278:71</pages>
<year>2025</year>
<volume>26</volume>
<journal>J. Mach. Learn. Res.</journal>
<ee type="oa">https://jmlr.org/papers/v26/24-2047.html</ee>
<url>db/journals/jmlr/jmlr26.html#SayedanaCM25</url>
</article>
</r>
<r><article key="journals/jossac/AfshariM25" mdate="2025-04-07">
<author pid="234/2000">Mohammad Afshari</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Best Linear Controllers for Decentralized Linear Quadratic Systems.</title>
<pages>210-237</pages>
<year>2025</year>
<month>February</month>
<volume>38</volume>
<journal>J. Syst. Sci. Complex.</journal>
<number>1</number>
<ee>https://doi.org/10.1007/s11424-025-4505-9</ee>
<url>db/journals/jossac/jossac38.html#AfshariM25</url>
<stream>streams/journals/jossac</stream>
</article>
</r>
<r><article key="journals/tac/BozkurtMNO25" mdate="2025-08-09">
<author orcid="0000-0002-5282-5843" pid="308/8461">Berk Bozkurt</author>
<author orcid="0000-0001-8125-1191" pid="84/6024">Aditya Mahajan</author>
<author orcid="0000-0001-8310-7505" pid="87/7140">Ashutosh Nayyar</author>
<author orcid="0000-0003-0556-4393" pid="20/1654-2">Yi Ouyang 0002</author>
<title>Model Approximation in MDPs With Unbounded Per-Step Cost.</title>
<pages>4624-4639</pages>
<year>2025</year>
<month>July</month>
<volume>70</volume>
<journal>IEEE Trans. Autom. Control.</journal>
<number>7</number>
<ee>https://doi.org/10.1109/TAC.2025.3532181</ee>
<url>db/journals/tac/tac70.html#BozkurtMNO25</url>
<stream>streams/journals/tac</stream>
</article>
</r>
<r><article key="journals/thms/SerajMN25" mdate="2025-11-09">
<author orcid="0000-0003-2898-3048" pid="255/4999">Raihan Seraj</author>
<author orcid="0000-0001-8125-1191" pid="84/6024">Aditya Mahajan</author>
<author orcid="0000-0002-3417-4135" pid="54/3751">Jerome Le Ny</author>
<title>Dynamic Estimation of Mental Workload and Operator Accuracy for Time-Constrained Binary Classification Tasks.</title>
<pages>809-818</pages>
<year>2025</year>
<month>October</month>
<volume>55</volume>
<journal>IEEE Trans. Hum. Mach. Syst.</journal>
<number>5</number>
<ee>https://doi.org/10.1109/THMS.2025.3591550</ee>
<url>db/journals/thms/thms55.html#SerajMN25</url>
<stream>streams/journals/thms</stream>
</article>
</r>
<r><inproceedings key="conf/cdc/BozkurtMNO25" mdate="2026-01-25">
<author pid="308/8461">Berk Bozkurt</author>
<author pid="84/6024">Aditya Mahajan</author>
<author pid="87/7140">Ashutosh Nayyar</author>
<author pid="20/1654-2">Yi Ouyang 0002</author>
<title>Generalized certainty equivalence based policies in partially observable systems.</title>
<pages>317-322</pages>
<year>2025</year>
<booktitle>CDC</booktitle>
<ee>https://doi.org/10.1109/CDC57313.2025.11312268</ee>
<crossref>conf/cdc/2025</crossref>
<url>db/conf/cdc/cdc2025.html#BozkurtMNO25</url>
<stream>streams/conf/cdc</stream>
</inproceedings>
</r>
<r><inproceedings key="conf/cdc/AzzouzGM25" mdate="2026-02-25">
<author pid="424/7920">Mohamed-Amine Azzouz</author>
<author orcid="0000-0002-7921-6300" pid="00/6513">Shuang Gao</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Low-Dimensional solutions for optimal control of network-coupled subsystems over a directed network.</title>
<pages>4299-4305</pages>
<year>2025</year>
<booktitle>CDC</booktitle>
<ee>https://doi.org/10.1109/CDC57313.2025.11312185</ee>
<crossref>conf/cdc/2025</crossref>
<url>db/conf/cdc/cdc2025.html#AzzouzGM25</url>
<stream>streams/conf/cdc</stream>
</inproceedings>
</r>
<r><inproceedings key="conf/cdc/SinhaGM25" mdate="2026-01-25">
<author pid="87/2843">Amit Sinha</author>
<author pid="38/6508">Matthieu Geist</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Convergence of regularized agent-state-based Q-learning in POMDPs.</title>
<pages>6063-6068</pages>
<year>2025</year>
<booktitle>CDC</booktitle>
<ee>https://doi.org/10.1109/CDC57313.2025.11312431</ee>
<crossref>conf/cdc/2025</crossref>
<url>db/conf/cdc/cdc2025.html#SinhaGM25</url>
<stream>streams/conf/cdc</stream>
</inproceedings>
</r>
<r><inproceedings key="conf/eucc/MeriauxM25" mdate="2025-11-04">
<author pid="332/1955">Edwin Meriaux</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Robust Shortest Path with Incremental Information Revelation.</title>
<pages>2383-2389</pages>
<year>2025</year>
<booktitle>ECC</booktitle>
<ee>https://doi.org/10.23919/ECC65951.2025.11187259</ee>
<crossref>conf/eucc/2025</crossref>
<url>db/conf/eucc/ecc2025.html#MeriauxM25</url>
<stream>streams/conf/eucc</stream>
</inproceedings>
</r>
<r><inproceedings key="conf/icml/LambrechtsEM25" mdate="2026-02-04">
<author pid="326/2305">Gaspard Lambrechts</author>
<author pid="46/1769">Damien Ernst</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>A Theoretical Justification for Asymmetric Actor-Critic Algorithms.</title>
<year>2025</year>
<booktitle>ICML</booktitle>
<ee type="oa">https://proceedings.mlr.press/v267/lambrechts25a.html</ee>
<ee type="oa">https://openreview.net/forum?id=F1yANMCnAn</ee>
<crossref>conf/icml/2025</crossref>
<url>db/conf/icml/icml2025.html#LambrechtsEM25</url>
</inproceedings>
</r>
<r><inproceedings key="conf/recsys/KumthekarWBSPM25" mdate="2025-09-24">
<author pid="248/8737">Aditee Kumthekar</author>
<author pid="23/149">Li Wei</author>
<author pid="415/7382">Andrea Bettale</author>
<author pid="59/7170">Mahesh Sathiamoorthy</author>
<author pid="13/10801">Zrinka Puljiz</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Never Miss an Episode: How LLMs are Powering Serial Content Discovery on YouTube.</title>
<pages>1017-1021</pages>
<year>2025</year>
<booktitle>RecSys</booktitle>
<ee>https://doi.org/10.1145/3705328.3748104</ee>
<crossref>conf/recsys/2025</crossref>
<url>db/conf/recsys/recsys2025.html#KumthekarWBSPM25</url>
</inproceedings>
</r>
<r><article publtype="informal" key="journals/corr/abs-2501-19116" mdate="2025-02-27">
<author pid="326/2305">Gaspard Lambrechts</author>
<author pid="46/1769">Damien Ernst</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>A Theoretical Justification for Asymmetric Actor-Critic Algorithms.</title>
<year>2025</year>
<month>January</month>
<volume>abs/2501.19116</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2501.19116</ee>
<url>db/journals/corr/corr2501.html#abs-2501-19116</url>
<stream>streams/journals/corr</stream>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2504-04248" mdate="2025-05-19">
<author pid="97/10474">Kesav Kaza</author>
<author pid="54/3751">Jerome Le Ny</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Task load dependent decision referrals for joint binary classification in human-automation teams.</title>
<year>2025</year>
<month>April</month>
<volume>abs/2504.04248</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2504.04248</ee>
<url>db/journals/corr/corr2504.html#abs-2504-04248</url>
<stream>streams/journals/corr</stream>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2508-21314" mdate="2025-09-23">
<author pid="87/2843">Amit Sinha</author>
<author pid="38/6508">Matthieu Geist</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Convergence of regularized agent-state-based Q-learning in POMDPs.</title>
<year>2025</year>
<month>August</month>
<volume>abs/2508.21314</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2508.21314</ee>
<url>db/journals/corr/corr2508.html#abs-2508-21314</url>
<stream>streams/journals/corr</stream>
</article>
</r>
<r><article key="journals/pe/AkbarzadehM24" mdate="2025-03-03">
<author orcid="0000-0002-7483-2569" pid="180/5631">Nima Akbarzadeh</author>
<author orcid="0000-0001-8125-1191" pid="84/6024">Aditya Mahajan</author>
<title>Two families of indexable partially observable restless bandits and Whittle index computation.</title>
<pages>102394</pages>
<year>2024</year>
<volume>163</volume>
<journal>Perform. Evaluation</journal>
<ee>https://doi.org/10.1016/j.peva.2023.102394</ee>
<url>db/journals/pe/pe163.html#AkbarzadehM24</url>
</article>
</r>
<r><article key="journals/tac/SayedanaACM24" mdate="2024-06-18">
<author orcid="0000-0003-1347-7089" pid="250/3079">Borna Sayedana</author>
<author orcid="0000-0003-0425-1491" pid="234/2000">Mohammad Afshari</author>
<author orcid="0000-0002-5248-9456" pid="32/5464">Peter E. Caines</author>
<author orcid="0000-0001-8125-1191" pid="84/6024">Aditya Mahajan</author>
<title>Strong Consistency and Rate of Convergence of Switched Least Squares System Identification for Autonomous Markov Jump Linear Systems.</title>
<pages>3952-3959</pages>
<year>2024</year>
<month>June</month>
<volume>69</volume>
<journal>IEEE Trans. Autom. Control.</journal>
<number>6</number>
<ee>https://doi.org/10.1109/TAC.2024.3351806</ee>
<url>db/journals/tac/tac69.html#SayedanaACM24</url>
</article>
</r>
<r><article key="journals/tcns/AkbarzadehM24" mdate="2024-10-06">
<author orcid="0000-0002-7483-2569" pid="180/5631">Nima Akbarzadeh</author>
<author orcid="0000-0001-8125-1191" pid="84/6024">Aditya Mahajan</author>
<title>On Learning Whittle Index Policy for Restless Bandits With Scalable Regret.</title>
<pages>1190-1202</pages>
<year>2024</year>
<month>September</month>
<volume>11</volume>
<journal>IEEE Trans. Control. Netw. Syst.</journal>
<number>3</number>
<ee>https://doi.org/10.1109/TCNS.2023.3333402</ee>
<url>db/journals/tcns/tcns11.html#AkbarzadehM24</url>
<stream>streams/journals/tcns</stream>
</article>
</r>
<r><inproceedings key="conf/aistats/PatilMP24" mdate="2024-05-13">
<author pid="284/8358">Gandharv Patil</author>
<author pid="84/6024">Aditya Mahajan</author>
<author pid="p/DoinaPrecup">Doina Precup</author>
<title>On learning history-based policies for controlling Markov decision processes.</title>
<pages>3511-3519</pages>
<year>2024</year>
<booktitle>AISTATS</booktitle>
<ee type="oa">https://proceedings.mlr.press/v238/patil24b.html</ee>
<crossref>conf/aistats/2024</crossref>
<url>db/conf/aistats/aistats2024.html#PatilMP24</url>
</inproceedings>
</r>
<r><inproceedings key="conf/cdc/SayedanaCM24" mdate="2025-03-04">
<author pid="250/3079">Borna Sayedana</author>
<author pid="32/5464">Peter E. Caines</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Asymptotic Normality of Cumulative Cost in Linear Quadratic Regulators.</title>
<pages>1856-1862</pages>
<year>2024</year>
<booktitle>CDC</booktitle>
<ee>https://doi.org/10.1109/CDC56724.2024.10886506</ee>
<crossref>conf/cdc/2024</crossref>
<url>db/conf/cdc/cdc2024.html#SayedanaCM24</url>
</inproceedings>
</r>
<r><inproceedings key="conf/cdc/MahajanNV24" mdate="2025-03-04">
<author pid="84/6024">Aditya Mahajan</author>
<author pid="38/6096">Silviu-Iulian Niculescu</author>
<author pid="67/8130">Mathukumalli Vidyasagar</author>
<title>Constant step-size stochastic approximation with delayed updates.</title>
<pages>3303-3308</pages>
<year>2024</year>
<booktitle>CDC</booktitle>
<ee>https://doi.org/10.1109/CDC56724.2024.10886824</ee>
<crossref>conf/cdc/2024</crossref>
<url>db/conf/cdc/cdc2024.html#MahajanNV24</url>
</inproceedings>
</r>
<r><inproceedings key="conf/cdc/MahajanNV24a" mdate="2025-03-04">
<author pid="84/6024">Aditya Mahajan</author>
<author pid="38/6096">Silviu-Iulian Niculescu</author>
<author pid="67/8130">Mathukumalli Vidyasagar</author>
<title>A vector almost-supermartingale convergence theorem and its applications.</title>
<pages>3877-3882</pages>
<year>2024</year>
<booktitle>CDC</booktitle>
<ee>https://doi.org/10.1109/CDC56724.2024.10886079</ee>
<crossref>conf/cdc/2024</crossref>
<url>db/conf/cdc/cdc2024.html#MahajanNV24a</url>
</inproceedings>
</r>
<r><inproceedings key="conf/cdc/SinhaM24" mdate="2025-03-04">
<author pid="87/2843">Amit Sinha</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Agent-state based policies in POMDPs: Beyond belief-state MDPs.</title>
<pages>6722-6735</pages>
<year>2024</year>
<booktitle>CDC</booktitle>
<ee>https://doi.org/10.1109/CDC56724.2024.10886046</ee>
<crossref>conf/cdc/2024</crossref>
<url>db/conf/cdc/cdc2024.html#SinhaM24</url>
</inproceedings>
</r>
<r><inproceedings key="conf/iclr/NiESMGMB24" mdate="2024-08-07">
<author pid="230/8153">Tianwei Ni</author>
<author pid="192/1863">Benjamin Eysenbach</author>
<author pid="349/0552">Erfan Seyedsalehi</author>
<author pid="352/2970">Michel Ma</author>
<author pid="131/5247">Clement Gehring</author>
<author pid="84/6024">Aditya Mahajan</author>
<author pid="164/7121">Pierre-Luc Bacon</author>
<title>Bridging State and History Representations: Understanding Self-Predictive RL.</title>
<year>2024</year>
<booktitle>ICLR</booktitle>
<ee type="oa">https://openreview.net/forum?id=ms0VgzSGF2</ee>
<crossref>conf/iclr/2024</crossref>
<url>db/conf/iclr/iclr2024.html#NiESMGMB24</url>
</inproceedings>
</r>
<r><inproceedings key="conf/nips/SinhaGM24" mdate="2025-02-13">
<author pid="87/2843">Amit Sinha</author>
<author pid="38/6508">Matthieu Geist</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Periodic agent-state based Q-learning for POMDPs.</title>
<year>2024</year>
<booktitle>NeurIPS</booktitle>
<ee type="oa">http://papers.nips.cc/paper_files/paper/2024/hash/71b52a5b3fe2e9303433a174b60e160d-Abstract-Conference.html</ee>
<crossref>conf/nips/2024</crossref>
<url>db/conf/nips/neurips2024.html#SinhaGM24</url>
</inproceedings>
</r>
<r><article publtype="informal" key="journals/corr/abs-2401-08898" mdate="2024-10-06">
<author pid="230/8153">Tianwei Ni</author>
<author orcid="0009-0000-7136-6307" pid="192/1863">Benjamin Eysenbach</author>
<author pid="349/0552">Erfan Seyedsalehi</author>
<author pid="352/2970">Michel Ma</author>
<author pid="131/5247">Clement Gehring</author>
<author pid="84/6024">Aditya Mahajan</author>
<author pid="164/7121">Pierre-Luc Bacon</author>
<title>Bridging State and History Representations: Understanding Self-Predictive RL.</title>
<year>2024</year>
<volume>abs/2401.08898</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2401.08898</ee>
<url>db/journals/corr/corr2401.html#abs-2401-08898</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2402-08813" mdate="2024-02-16">
<author pid="308/8461">Berk Bozkurt</author>
<author pid="84/6024">Aditya Mahajan</author>
<author pid="87/7140">Ashutosh Nayyar</author>
<author pid="20/1654-2">Yi Ouyang 0002</author>
<title>Model approximation in MDPs with unbounded per-step cost.</title>
<year>2024</year>
<volume>abs/2402.08813</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2402.08813</ee>
<url>db/journals/corr/corr2402.html#abs-2402-08813</url>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2407-06121" mdate="2025-02-10">
<author pid="87/2843">Amit Sinha</author>
<author pid="38/6508">Matthieu Geist</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Periodic agent-state based Q-learning for POMDPs.</title>
<year>2024</year>
<volume>abs/2407.06121</volume>
<journal>CoRR</journal>
<ee type="oa">https://doi.org/10.48550/arXiv.2407.06121</ee>
<url>db/journals/corr/corr2407.html#abs-2407-06121</url>
<stream>streams/journals/corr</stream>
</article>
</r>
<r><article publtype="informal" key="journals/corr/abs-2409-15703" mdate="2024-10-16">
<author pid="87/2843">Amit Sinha</author>
<author pid="84/6024">Aditya Mahajan</author>
<title>Agent-state based policies in POMDPs: Beyond belief-state MDPs.</title>
<year>2024</year>
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