Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer | Paper Citation Record

Observation d2d44b46-dde9-4eab-b10d-527630770ba2 · outbound

This paper cites An optimistic perspective on offline reinforcement learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer An optimistic perspective on offline reinforcement learning

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.423117Z

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Observation 117575f0-bbe8-4ae3-891b-970261120dce · outbound

This paper cites End-to-end balancing for causal con- tinuous treatment-effect estimation.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer End-to-end balancing for causal con- tinuous treatment-effect estimation

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.408038Z

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Observation aae3d8f4-d6c4-479e-bfe1-0144185ad61a · outbound

This paper cites The arcade learning environment: An evaluation platform for general agents.Journal of Artificial Intelligence Research, 47:253–279, 2013.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer The arcade learning environment: An evaluation platform for general agents.Journal of Artificial Intelligence Research, 47:253–279, 2013

Reference 3

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Observation ef80db08-2c0d-44f1-8fca-00ca829dc936 · outbound

This paper cites When should we prefer decision transformers for offline reinforcement learning? InThe Twelfth International Confer- ence on Learning Representations, 2024.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer When should we prefer decision transformers for offline reinforcement learning? InThe Twelfth International Confer- ence on Learning Representations, 2024

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.384162Z

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Observation 5f89db0c-f541-4a7e-b2ed-3ef4b90dc460 · outbound

This paper cites Openai gym, 2016.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Openai gym, 2016

Reference 5

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Observation 800f8b0b-a043-464d-bf85-1e38c7b6d1d8 · outbound

This paper cites Decision transformer: reinforcement learning via sequence mod- eling.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Decision transformer: reinforcement learning via sequence mod- eling

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.359959Z

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Observation 792fa787-86ee-4333-bbce-5f1567ad524c · outbound

This paper cites Estimating average causal effects from patient trajectories.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Estimating average causal effects from patient trajectories

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.345271Z

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Observation c5b24c12-06f3-4219-9494-9c1d99cdf05b · outbound

This paper cites D4RL: Datasets for Deep Data-Driven Reinforcement Learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer D4RL: Datasets for Deep Data-Driven Reinforcement Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T21:45:57.289782Z

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Observation 76b8a92b-b8be-4f56-9582-cb6e4e83df0f · outbound

This paper cites Cate meets ml: Conditional average treatment effect and machine learning.Digital Finance, 3(2):99–148, 2021.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Cate meets ml: Conditional average treatment effect and machine learning.Digital Finance, 3(2):99–148, 2021

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.330405Z

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Observation 6fd0d163-6d05-459f-b0da-899b463d450b · outbound

This paper cites Bounds on the expectation of the maximum of samples from a gaussian.URL http://www.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Bounds on the expectation of the maximum of samples from a gaussian.URL http://www

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.314464Z

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Observation dcd2ef1b-2bf2-40fd-86ab-7242aececdc9 · outbound

This paper cites Morel: model- based offline reinforcement learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Morel: model- based offline reinforcement learning

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.297963Z

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Observation 9fb92675-9311-4913-9471-edefd8aa8812 · outbound

This paper cites Counterfactually guided policy transfer in clinical settings.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Counterfactually guided policy transfer in clinical settings

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.283184Z

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Observation 373d8eaf-5c52-4747-93c2-8bb24f8b7073 · outbound

This paper cites Decision ConvFormer: Local Filtering in MetaFormer is Sufficient for Decision Making.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Decision ConvFormer: Local Filtering in MetaFormer is Sufficient for Decision Making

Reference 13

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Observation e9771885-61dd-4e60-a5ba-fe466ed7e4c6 · outbound

This paper cites Offline reinforcement learning with fisher divergence critic regularization.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Offline reinforcement learning with fisher divergence critic regularization

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.268442Z

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Observation 0d9c5fed-4b50-4551-9f1e-b6e1b263ad0c · outbound

This paper cites Offline Reinforcement Learning with Implicit Q-Learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Offline Reinforcement Learning with Implicit Q-Learning

Reference 15

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Observation 81cf049e-4e23-47a4-898d-54f2cf1861f1 · outbound

This paper cites Conservative q-learning for offline reinforcement learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Conservative q-learning for offline reinforcement learning

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.254106Z

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Observation 80111091-d3aa-489d-93e6-095ace55b2fc · outbound

This paper cites Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T21:45:57.329726Z

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Observation 5ee4f5b4-3374-49dd-86d2-d7b456c7f8e0 · outbound

This paper cites G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T21:45:57.334288Z

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Observation 30abaeda-e3e5-4143-b219-b4d26e6415a6 · outbound

This paper cites Causal transformer for estimating coun- terfactual outcomes.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Causal transformer for estimating coun- terfactual outcomes

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.239703Z

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Observation 53a78059-1d39-4a53-9846-b2e826e45b65 · outbound

This paper cites Counterfactual Credit Assignment in Model-Free Reinforcement Learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Counterfactual Credit Assignment in Model-Free Reinforcement Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T21:45:57.398711Z

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Observation cda8fa68-50ec-4eed-865b-d8e98fb73bf7 · outbound

This paper cites Human-level control through deep reinforcement learning.nature, 518(7540):529–533, 2015.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Human-level control through deep reinforcement learning.nature, 518(7540):529–533, 2015

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T21:45:57.443483Z

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Observation f7afd36e-bbcc-4568-b05e-d94e2d14470e · outbound

This paper cites On the application of probability theory to agricultural experiments.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer On the application of probability theory to agricultural experiments

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.214544Z

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Observation 84fab8d1-d44b-4ed5-875e-44fc3439146e · outbound

This paper cites The book of why: The new science of cause and effect, 2018.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer The book of why: The new science of cause and effect, 2018

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.198313Z

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Observation c904ce0e-e4c9-4603-b868-4fc375ab7e19 · outbound

This paper cites Counterfactual data augmentation using locally fac- tored dynamics.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Counterfactual data augmentation using locally fac- tored dynamics

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.184095Z

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Observation 3c8e1634-bd2a-47e9-bbab-7ccb3ae7b8fc · outbound

This paper cites Mocoda: model-based counterfac- tual data augmentation.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Mocoda: model-based counterfac- tual data augmentation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.169582Z

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Observation 081f5425-508e-46ab-a5ff-a179a5de0529 · outbound

This paper cites Pomerleau.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Pomerleau

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.155576Z

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Observation 0b2613cb-3e19-45d2-bd6b-a31c54073a67 · outbound

This paper cites Estimation of the causal effects of time-varying exposures.Chap- man & Hall/CRC Handbooks of Modern Statistical Methods, pages 553–599, 2008.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Estimation of the causal effects of time-varying exposures.Chap- man & Hall/CRC Handbooks of Modern Statistical Methods, pages 553–599, 2008

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.141691Z

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Observation 03b3939f-d879-4f95-8aaa-30c1b355ce3b · outbound

This paper cites Bayesian inference for causal effects: The role of randomization.The Annals of statistics, pages 34–58, 1978.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Bayesian inference for causal effects: The role of randomization.The Annals of statistics, pages 34–58, 1978

Reference 28

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Observation c90fb6fe-a89a-4064-8914-eb02567d1ab3 · outbound

This paper cites Reinforcement Learning Upside Down: Don't Predict Rewards -- Just Map Them to Actions.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Reinforcement Learning Upside Down: Don't Predict Rewards -- Just Map Them to Actions

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T21:45:57.492172Z

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Observation 3c8225c1-5b96-47f0-9e2e-eabebce5e3a8 · outbound

This paper cites Causal influence detection for improving efficiency in reinforcement learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Causal influence detection for improving efficiency in reinforcement learning

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.117397Z

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Observation ab0fe502-da0c-4605-a635-7795ac75d45f · outbound

This paper cites Johansson, and David Sontag.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Johansson, and David Sontag

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.102289Z

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Observation 26cffe2a-0e02-441a-9a70-cdb041f8c826 · outbound

This paper cites Mastering the game of go without human knowledge.nature, 550(7676):354–359, 2017.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Mastering the game of go without human knowledge.nature, 550(7676):354–359, 2017

Reference 32

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Observation 788f03c6-d461-45cc-a387-7cfd7518c8fc · outbound

This paper cites Training Agents using Upside-Down Reinforcement Learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Training Agents using Upside-Down Reinforcement Learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T21:45:57.537078Z

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Observation 18a38568-430b-4eed-8845-312045a84f73 · outbound

This paper cites Offline imitation learning with variational counterfactual reasoning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Offline imitation learning with variational counterfactual reasoning

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.077844Z

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Observation 8c9ffa66-79d4-4e7b-a58d-8b3f85d9d7dd · outbound

This paper cites Acamda: improving data efficiency in reinforcement learning through guided counterfactual data aug- mentation.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Acamda: improving data efficiency in reinforcement learning through guided counterfactual data aug- mentation

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.062756Z

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Observation 8d7802a0-0139-444d-bb95-0c6db934394d · outbound

This paper cites Sutton and Andrew G.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Sutton and Andrew G

Reference 36

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Observation 1a907807-91c0-4d72-a5cc-88604ac52edd · outbound

This paper cites Learning robot in-hand ma- nipulation with tactile features.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Learning robot in-hand ma- nipulation with tactile features

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.036826Z

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Observation 2bba606a-837c-46ac-97e5-a0675e19700f · outbound

This paper cites Attention is all you need.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Attention is all you need

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.021676Z

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Observation 447929a3-fb5e-47d1-ba6f-093e71007064 · outbound

This paper cites Supervised reinforcement learning with recur- rent neural network for dynamic treatment recommendation.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Supervised reinforcement learning with recur- rent neural network for dynamic treatment recommendation

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:58.005796Z

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Observation 9d5b7f94-dbd1-4198-8158-d5ac34177a98 · outbound

This paper cites Elastic decision transformer.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Elastic decision transformer

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:57.990473Z

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Observation 7f73737c-82dc-46d7-8423-974ae99abc2e · outbound

This paper cites Bellman-consistent pessimism for offine reinforcement learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Bellman-consistent pessimism for offine reinforcement learning

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:57.974995Z

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Observation 2b0eb0a3-fda8-4f6d-b918-df5934bfc2c2 · outbound

This paper cites Future-conditioned unsu- pervised pretraining for decision transformer.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Future-conditioned unsu- pervised pretraining for decision transformer

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:57.960032Z

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Observation bc6dcabf-305c-4f47-a233-877c2d51f59b · outbound

This paper cites Q-learning decision transformer: Lever- aging dynamic programming for conditional sequence modelling in offline RL.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Q-learning decision transformer: Lever- aging dynamic programming for conditional sequence modelling in offline RL

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:57.945139Z

Source-reported events for the cited work

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Observation f5e44b26-1a25-4dc2-8555-8daf95979b88 · outbound

This paper cites Mopo: model-based offline policy optimization.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Mopo: model-based offline policy optimization

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T21:45:57.621224Z

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Observation a66a1016-3a64-4027-8c4a-a5677185ffe1 · outbound

This paper cites Offline Trajectory Optimization for Offline Reinforcement Learning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Offline Trajectory Optimization for Offline Reinforcement Learning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T21:45:57.625464Z

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Observation 27117b51-9884-4b1c-9596-3d9ac30c2f32 · outbound

This paper cites Online decision transformer.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Online decision transformer

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:57.921419Z

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Observation c874b844-8409-4b4b-b8d2-368e6a73cf04 · outbound

This paper cites A boosting algorithm for estimating generalized propensity scores with continuous treatments.Journal of causal inference, 3(1):25–40, 2015.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer A boosting algorithm for estimating generalized propensity scores with continuous treatments.Journal of causal inference, 3(1):25–40, 2015

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:57.907281Z

Source-reported events for the cited work

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Observation 396a3fce-0880-40d8-8aff-9a97f9e207ea · outbound

This paper cites Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:45:57.892018Z

Source-reported events for the cited work

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Observation 58e902b8-989a-495f-8b13-a2bfbeac4b7d · outbound

This paper cites Pearl-style231 counterfactual reasoning.

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer Pearl-style231 counterfactual reasoning

Reference 49

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T21:45:57.748566Z

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