Robust Parameter Learning for Uncertain MDPs | Paper Citation Record

Observation 9298f401-de51-452c-8af9-dd5c493cb3c1 · outbound

This paper cites Branching bisimulation learning.

Robust Parameter Learning for Uncertain MDPs Branching bisimulation learning

Reference 1

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This paper cites Model checking and strategy synthesis with abstractions and certificates.

Robust Parameter Learning for Uncertain MDPs Model checking and strategy synthesis with abstractions and certificates

Reference 2

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Observation 7bda1a24-18eb-4cd9-8b9e-2a90df1f106f · outbound

This paper cites Bisimulation learning.

Robust Parameter Learning for Uncertain MDPs Bisimulation learning

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.635468Z

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This paper cites Improved algorithms for linear stochastic bandits.

Robust Parameter Learning for Uncertain MDPs Improved algorithms for linear stochastic bandits

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.632401Z

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Observation 76475967-91f4-4f9c-90c9-f0e782f56142 · outbound

This paper cites PAC statistical model checking for Markov decision processes and stochastic games.

Robust Parameter Learning for Uncertain MDPs PAC statistical model checking for Markov decision processes and stochastic games

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.629455Z

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This paper cites Near-optimal regret bounds for reinforcement learning.

Robust Parameter Learning for Uncertain MDPs Near-optimal regret bounds for reinforcement learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.595717Z

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Observation c98c35fa-f7c6-49c0-9458-053628d6f586 · outbound

This paper cites Model-based reinforcement learning with value-targeted regression.

Robust Parameter Learning for Uncertain MDPs Model-based reinforcement learning with value-targeted regression

Reference 7

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This paper cites Efficient sensitivity analysis for parametric robust Markov chains.

Robust Parameter Learning for Uncertain MDPs Efficient sensitivity analysis for parametric robust Markov chains

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.550052Z

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Observation 9059b2d2-5860-43aa-a2e6-8e592d14a71b · outbound

This paper cites Badings, Alessandro Abate, Nils Jansen, David Parker, Hasan A.

Robust Parameter Learning for Uncertain MDPs Badings, Alessandro Abate, Nils Jansen, David Parker, Hasan A

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.553446Z

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This paper cites an unresolved cited work.

Robust Parameter Learning for Uncertain MDPs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-26T02:06:29.540707Z

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Observation 6e7f10da-e2b7-40b8-8843-ff085d01a29d · outbound

This paper cites Markov decision processes with average-value-at- risk criteria.Math.

Robust Parameter Learning for Uncertain MDPs Markov decision processes with average-value-at- risk criteria.Math

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.601577Z

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Observation 8e1ec8c5-59f2-4712-ba7f-95ea3efb721a · outbound

This paper cites Tsitsiklis.Introduction to linear optimization, volume 6 ofAthena scientific optimization and computation series.

Robust Parameter Learning for Uncertain MDPs Tsitsiklis.Introduction to linear optimization, volume 6 ofAthena scientific optimization and computation series

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.613364Z

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Observation 4baba9f3-559e-4b56-902d-b5e3696c6d87 · outbound

This paper cites Bianco and L.

Robust Parameter Learning for Uncertain MDPs Bianco and L

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.577548Z

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Observation 190a5324-87c3-4ffe-a990-75798cc4c6ee · outbound

This paper cites Oxford University Press.

Robust Parameter Learning for Uncertain MDPs Oxford University Press

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.585881Z

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Observation e7b029b0-335e-4802-b6ae-cceb7bb230e9 · outbound

This paper cites Formal verification with confidence intervals to establish quality of service properties of software systems.IEEE Trans.

Robust Parameter Learning for Uncertain MDPs Formal verification with confidence intervals to establish quality of service properties of software systems.IEEE Trans

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.469618Z

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Observation b6745120-e933-41d1-8702-33538df648f3 · outbound

This paper cites Precise parameter synthesis for stochastic biochemical systems.Acta Informatica, 54(6):589–623.

Robust Parameter Learning for Uncertain MDPs Precise parameter synthesis for stochastic biochemical systems.Acta Informatica, 54(6):589–623

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.574478Z

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Observation 81aaf8b0-38f7-46ce-97c0-3558a1735b3a · outbound

This paper cites an unresolved cited work.

Robust Parameter Learning for Uncertain MDPs Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-26T02:06:29.528771Z

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Observation 7d902e1f-a43e-4d07-ab0a-7b710da74c3f · outbound

This paper cites Planning with hidden parameter polynomial MDPs.

Robust Parameter Learning for Uncertain MDPs Planning with hidden parameter polynomial MDPs

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.494052Z

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Observation 939a0391-f749-41b6-b86f-407e307ce026 · outbound

This paper cites Poonawala, and Ufuk Topcu.

Robust Parameter Learning for Uncertain MDPs Poonawala, and Ufuk Topcu

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.510197Z

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Observation 69feb1cf-ee04-43c2-b349-4fb5308f0feb · outbound

This paper cites Convex optimization for parameter synthesis in MDPs.IEEE Trans.

Robust Parameter Learning for Uncertain MDPs Convex optimization for parameter synthesis in MDPs.IEEE Trans

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.463614Z

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Observation b126df09-15d9-4105-9b11-12a04006e96a · outbound

This paper cites Data-Efficient Safe Policy Improvement Using Parametric Structure.

Robust Parameter Learning for Uncertain MDPs Data-Efficient Safe Policy Improvement Using Parametric Structure

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:56:07.322237Z

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Observation 2b692fd4-e524-4269-859a-33a4f120377c · outbound

This paper cites Regret minimization in MDPs with options without prior knowledge.

Robust Parameter Learning for Uncertain MDPs Regret minimization in MDPs with options without prior knowledge

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.472783Z

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Observation fe9a83b3-e34e-450c-ab97-4fcd2d379f39 · outbound

This paper cites Gleixner, Timo Berthold, Benjamin Müller, and Stefan Weltge.

Robust Parameter Learning for Uncertain MDPs Gleixner, Timo Berthold, Benjamin Müller, and Stefan Weltge

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.478752Z

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Observation 6fc74d1d-e15f-4cf8-9e3e-e8a095baa309 · outbound

This paper cites Synthesis for PCTL in parametric Markov decision processes.

Robust Parameter Learning for Uncertain MDPs Synthesis for PCTL in parametric Markov decision processes

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.475970Z

Source-reported events for the cited work

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Observation cec746fc-8467-4628-9123-09bf71ed3897 · outbound

This paper cites Generalized parameter lifting: Finer abstractions for parametric markov chains.

Robust Parameter Learning for Uncertain MDPs Generalized parameter lifting: Finer abstractions for parametric markov chains

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.604514Z

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Observation 6f785a7f-4db8-4630-84f4-f469c45bc83e · outbound

This paper cites an unresolved cited work.

Robust Parameter Learning for Uncertain MDPs Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-05-26T02:06:29.582861Z

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Observation 58fe547b-dd8a-4146-b372-85eedbceb0ff · outbound

This paper cites Parameter synthesis for Markov models: covering the parameter space.Formal Methods Syst.

Robust Parameter Learning for Uncertain MDPs Parameter synthesis for Markov models: covering the parameter space.Formal Methods Syst

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.607522Z

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Observation ba31c6f5-e01c-4eb3-b0e8-38e937c2c750 · outbound

This paper cites Safety-constrained reinforcement learning for MDPs.

Robust Parameter Learning for Uncertain MDPs Safety-constrained reinforcement learning for MDPs

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.507170Z

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Observation 334fab27-9a95-4a04-95c7-e0e95de9a00d · outbound

This paper cites an unresolved cited work.

Robust Parameter Learning for Uncertain MDPs Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-05-26T02:06:29.531622Z

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Observation 4efef1da-2bcf-4af1-956a-f40f9c91bf22 · outbound

This paper cites Kwiatkowska, Gethin Norman, and David Parker.

Robust Parameter Learning for Uncertain MDPs Kwiatkowska, Gethin Norman, and David Parker

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.565155Z

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Observation 02cda600-97c7-485a-b2be-b9b12727a9e2 · outbound

This paper cites Parametric probabilistic transition systems for system design and analysis.Formal Aspects Comput., 19(1):93–109.

Robust Parameter Learning for Uncertain MDPs Parametric probabilistic transition systems for system design and analysis.Formal Aspects Comput., 19(1):93–109

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.580359Z

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Observation 2a6b2d5b-8a34-426f-9e8f-27b1698d1c02 · outbound

This paper cites Bisimulation through probabilistic testing.

Robust Parameter Learning for Uncertain MDPs Bisimulation through probabilistic testing

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.519485Z

Source-reported events for the cited work

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Observation 2b6e2596-f33c-4dfa-ae84-0706277cc5d8 · outbound

This paper cites Appli- cations of second-order cone programming.Linear Algebra Appl., 284(1–3):193–228.

Robust Parameter Learning for Uncertain MDPs Appli- cations of second-order cone programming.Linear Algebra Appl., 284(1–3):193–228

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.534904Z

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Observation 0d81d886-54c2-4873-ab5a-5fe5da6676e6 · outbound

This paper cites an unresolved cited work.

Robust Parameter Learning for Uncertain MDPs Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-26T02:06:29.537711Z

Source-reported events for the cited work

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Observation 7bf5ab5f-3583-4345-b96e-8bcc626bdcb4 · outbound

This paper cites McCormick.

Robust Parameter Learning for Uncertain MDPs McCormick

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.513191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a2b4bbd7-e5da-4e25-a8ac-9001ad75c554 · outbound

This paper cites What are the odds? improving statistical model checking of Markov decision processes.

Robust Parameter Learning for Uncertain MDPs What are the odds? improving statistical model checking of Markov decision processes

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.522886Z

Source-reported events for the cited work

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Observation 4c9b62b9-8056-49cd-a44f-b81b5a002502 · outbound

This paper cites Robust control of Markov decision processes with uncertain transition matrices.Oper.

Robust Parameter Learning for Uncertain MDPs Robust control of Markov decision processes with uncertain transition matrices.Oper

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.488215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7382491d-aa8e-4c4d-b39d-925914e724a6 · outbound

This paper cites Wijesuriya, Sofie Haesaert, and Alessandro Abate.

Robust Parameter Learning for Uncertain MDPs Wijesuriya, Sofie Haesaert, and Alessandro Abate

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.589174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9a8e1dc4-462b-4c5e-b761-9aa7656ff943 · outbound

This paper cites Puterman.Markov Decision Processes: Discrete Stochastic Dynamic Programming.

Robust Parameter Learning for Uncertain MDPs Puterman.Markov Decision Processes: Discrete Stochastic Dynamic Programming

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.466870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0b660649-7956-44ba-8ff9-85c780c98b4a · outbound

This paper cites Parameter synthesis for Markov models: Faster than ever.

Robust Parameter Learning for Uncertain MDPs Parameter synthesis for Markov models: Faster than ever

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.556506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation deabac5e-8745-434b-a7ed-28697d9afaba · outbound

This paper cites Certifiably robust policies for uncertain parametric environments.

Robust Parameter Learning for Uncertain MDPs Certifiably robust policies for uncertain parametric environments

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.497217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 62e1de0b-1915-4b0f-9c80-71d58a37f5a3 · outbound

This paper cites Efficient solution and learning of robust factored mdps.AAAI.

Robust Parameter Learning for Uncertain MDPs Efficient solution and learning of robust factored mdps.AAAI

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.619458Z

Source-reported events for the cited work

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Observation 81088544-eae5-449c-a6e6-77d6e35a2aca · outbound

This paper cites Scott, Matthew D.

Robust Parameter Learning for Uncertain MDPs Scott, Matthew D

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.562137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d233493b-9e8a-4774-9c77-1a2b3781946e · outbound

This paper cites Probabilistic noninterference through weak probabilistic bisimula- tion.

Robust Parameter Learning for Uncertain MDPs Probabilistic noninterference through weak probabilistic bisimula- tion

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.610540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7c565fa3-dfff-48c7-8aa9-11e43b0ebb3b · outbound

This paper cites Strehl and Michael L.

Robust Parameter Learning for Uncertain MDPs Strehl and Michael L

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.567745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 75ce58a9-65b0-4cc8-a4ca-67af454532bd · outbound

This paper cites Nimbro explorer: Semiautonomous exploration and mobile manipulation in rough terrain.J.

Robust Parameter Learning for Uncertain MDPs Nimbro explorer: Semiautonomous exploration and mobile manipulation in rough terrain.J

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.559583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0d3fd109-9fc2-4f31-be2c-b6e6996cb7a2 · outbound

This paper cites Badings, Eline M.

Robust Parameter Learning for Uncertain MDPs Badings, Eline M

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.526019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 28adcdaf-c8cb-4aa5-8a31-899f3c7c85df · outbound

This paper cites Simão, David Parker, and Nils Jansen.

Robust Parameter Learning for Uncertain MDPs Simão, David Parker, and Nils Jansen

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.485100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a9a7a553-cf18-401a-b79c-ac00c86bda73 · outbound

This paper cites an unresolved cited work.

Robust Parameter Learning for Uncertain MDPs Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-05-26T02:06:29.592309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a7fa4cb1-6959-4b65-89b7-f99662475677 · outbound

This paper cites Vanderbei.Linear programming - foundations and extensions, volume 4 of Kluwer international series in operations research and management service.

Robust Parameter Learning for Uncertain MDPs Vanderbei.Linear programming - foundations and extensions, volume 4 of Kluwer international series in operations research and management service

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.547169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a0c1a83c-4ffe-4eb4-a73b-55c53f3e7d67 · outbound

This paper cites Weinberger.

Robust Parameter Learning for Uncertain MDPs Weinberger

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.482095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4655f1b1-cfb0-4016-9d82-d9bb0c844252 · outbound

This paper cites Robust Markov decision processes.Math.

Robust Parameter Learning for Uncertain MDPs Robust Markov decision processes.Math

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.491182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4527d5c2-f1cf-4dad-bf2a-c062fd92277e · outbound

This paper cites Wolff, Ufuk Topcu, and Richard M.

Robust Parameter Learning for Uncertain MDPs Wolff, Ufuk Topcu, and Richard M

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.503886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 515da225-041a-4951-b264-4e47ec9f832b · outbound

This paper cites Nearly minimax optimal reinforcement learning for linear mixture markov decision processes.

Robust Parameter Learning for Uncertain MDPs Nearly minimax optimal reinforcement learning for linear mixture markov decision processes

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.516356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 80c6ea9f-ff59-4ff5-b4fa-2c0e7e5376a9 · outbound

This paper cites Then, by definition of the local projections, we have P [v](s, a) ∈ P R(U) (s, a)for every( s, a) ∈S×A.

Robust Parameter Learning for Uncertain MDPs Then, by definition of the local projections, we have P [v](s, a) ∈ P R(U) (s, a)for every( s, a) ∈S×A

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.500477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 16bbc5eb-3a7e-48ae-9f7a-f0630017c71e · outbound

This paper cites By definition, there existsv ∈ U such that µ = P [v](s, a).

Robust Parameter Learning for Uncertain MDPs By definition, there existsv ∈ U such that µ = P [v](s, a)

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.544256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 63eb42d7-91fb-4913-9783-93c3786100ad · outbound

This paper cites Therefore, for every expressionf∈Λ , minimizing or maximizing over the larger setB(U )can only decrease the lower bound and increase the upper bound.

Robust Parameter Learning for Uncertain MDPs Therefore, for every expressionf∈Λ , minimizing or maximizing over the larger setB(U )can only decrease the lower bound and increase the upper bound

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.616554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4bb227fb-45c4-4c65-9c58-67b0a2a050cd · outbound

This paper cites PΘ(U) ̸⊆ P I.Consider two parameters θ1, θ2 ∈ [0, 1]and three transition expres- sions f1(θ) =θ 1, f 2(θ) =θ 2, f 3(θ) = 1 2 (θ1 +θ 2), arising from distinct state–action pairs.

Robust Parameter Learning for Uncertain MDPs PΘ(U) ̸⊆ P I.Consider two parameters θ1, θ2 ∈ [0, 1]and three transition expres- sions f1(θ) =θ 1, f 2(θ) =θ 2, f 3(θ) = 1 2 (θ1 +θ 2), arising from distinct state–action pairs

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T02:06:29.571078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bcd90a11-5371-4dff-ade4-3cef6206c7f1 · outbound

This paper cites The ellipsoidal baseline induces, for each(s, a), the uncertainty set PR(E) (s, a) :={µ∈∆(S)| ∃v∈ E δ :µ(s ′) =P[v](s, a, s ′)for alls ′ ∈S}.

Robust Parameter Learning for Uncertain MDPs The ellipsoidal baseline induces, for each(s, a), the uncertainty set PR(E) (s, a) :={µ∈∆(S)| ∃v∈ E δ :µ(s ′) =P[v](s, a, s ′)for alls ′ ∈S}

Reference 59

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T16:56:07.328559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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