Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs | Paper Citation Record

Observation 1192f49f-ab8d-4644-805a-7744d51c4ed3 · outbound

This paper cites OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement Learning.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement Learning

Reference 1

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Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Unresolved cited work

Reference 2

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Observation efde972b-8436-4141-94f7-5c085a36332e · outbound

This paper cites PhD thesis, McGill University Libraries, 2018.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs PhD thesis, McGill University Libraries, 2018

Reference 3

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This paper cites The option-critic architecture.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs The option-critic architecture

Reference 4

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Observation 6a0c4a8d-ab68-4086-bb8c-8473f3f8f156 · outbound

This paper cites and Tsitsiklis, J.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs and Tsitsiklis, J

Reference 5

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Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Unresolved cited work

Reference 6

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Observation 2239c5a2-65de-4bf3-80f2-f67a0524ea91 · outbound

This paper cites OpenAI Gym.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs OpenAI Gym

Reference 7

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Observation 072497b7-c6cf-4b12-9e0a-51a7335ed598 · outbound

This paper cites Self-consistent trajectory autoencoder: Hierarchical reinforcement learning with trajectory embeddings.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Self-consistent trajectory autoencoder: Hierarchical reinforcement learning with trajectory embeddings

Reference 8

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Observation 691d2207-ff59-48b9-b27a-76edb40b8e28 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Training Verifiers to Solve Math Word Problems

Reference 9

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Observation 2bf11105-a28a-43f5-ad53-ff805d6525d6 · outbound

This paper cites Behavior analysis and training-a methodology for behavior engineering.IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 26(3):365–380, 1996.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Behavior analysis and training-a methodology for behavior engineering.IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), 26(3):365–380, 1996

Reference 10

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Observation d4162f09-de4e-49dc-beaa-efa244a8dbe7 · outbound

This paper cites Probabilistic inference for determining options in reinforcement learning.Machine Learning, 104(2-3):337–357, 2016.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Probabilistic inference for determining options in reinforcement learning.Machine Learning, 104(2-3):337–357, 2016

Reference 11

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Observation 99cd914b-5118-47bc-828a-33d194501ae5 · outbound

This paper cites and Hinton, G.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs and Hinton, G

Reference 12

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Observation 88fb22cf-facb-49cd-9def-4d5ead091c64 · outbound

This paper cites Implicit Chain of Thought Reasoning via Knowledge Distillation.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Implicit Chain of Thought Reasoning via Knowledge Distillation

Reference 13

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Observation 572de906-7935-4336-bea8-56b2838e8bcc · outbound

This paper cites From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step

Reference 14

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Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Unresolved cited work

Reference 15

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Observation 293d6477-bd8d-4cd9-ad4d-97eba45075e3 · outbound

This paper cites Diversity is All You Need: Learning Skills without a Reward Function.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Diversity is All You Need: Learning Skills without a Reward Function

Reference 16

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Observation 37926f84-8f7d-4768-9233-7c2f2445a5c4 · outbound

This paper cites Addressing Function Approximation Error in Actor-Critic Methods.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Addressing Function Approximation Error in Actor-Critic Methods

Reference 17

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Observation 41bb9c73-4d8f-4630-9bbe-ee4078cec8d7 · outbound

This paper cites Pal: Program-aided language models.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Pal: Program-aided language models

Reference 18

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Observation 2a4f7f85-f63b-4707-bda5-a68f58d3fa97 · outbound

This paper cites Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Reference 19

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Observation 5ad586e5-31f4-4cb5-8dd2-c75a82e14150 · outbound

This paper cites InfoBot: Transfer and Exploration via the Information Bottleneck.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs InfoBot: Transfer and Exploration via the Information Bottleneck

Reference 20

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Observation 02e29b84-6d12-4014-a3ca-f9e661c44304 · outbound

This paper cites Think before you speak: Training Language Models With Pause Tokens.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Think before you speak: Training Language Models With Pause Tokens

Reference 21

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This paper cites The Llama 3 Herd of Models.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs The Llama 3 Herd of Models

Reference 22

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This paper cites S., and Brunskill, E.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs S., and Brunskill, E

Reference 23

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Observation 59e65321-a80a-46f8-8a06-056ab68d8390 · outbound

This paper cites Relay Policy Learning: Solving Long-Horizon Tasks via Imitation and Reinforcement Learning.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Relay Policy Learning: Solving Long-Horizon Tasks via Imitation and Reinforcement Learning

Reference 24

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Observation 18eb3282-dc2b-4190-acab-df364510b2ce · outbound

This paper cites Reinforcement learning with deep energy- based policies.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Reinforcement learning with deep energy- based policies

Reference 25

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Observation c24efa5e-f076-4862-a38c-915a3ce4df49 · outbound

This paper cites Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor

Reference 26

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Observation 5729549e-5347-4868-a2a0-52af20fba879 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Training Large Language Models to Reason in a Continuous Latent Space

Reference 27

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Observation 320561dd-d011-41fc-b14f-9841299dcb91 · outbound

This paper cites When waiting is not an option: Learning options with a deliberation cost.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs When waiting is not an option: Learning options with a deliberation cost

Reference 28

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Observation 08bbaabd-0874-4d98-9b9a-00abf5973541 · outbound

This paper cites The Termination Critic.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs The Termination Critic

Reference 29

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This paper cites T., Wang, Z., Heess, N., and Riedmiller, M.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs T., Wang, Z., Heess, N., and Riedmiller, M

Reference 30

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This paper cites and Precup, D.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs and Precup, D

Reference 31

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This paper cites and Precup, D.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs and Precup, D

Reference 32

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Observation e53f9dbb-d886-4fdd-b631-517b26923905 · outbound

This paper cites Options of interest: Temporal abstraction with interest functions.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Options of interest: Temporal abstraction with interest functions

Reference 33

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This paper cites and Precup, D.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs and Precup, D

Reference 34

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Observation 5a9571f5-1a40-4f18-b8a7-93b432260a3c · outbound

This paper cites Learnings Options End-to-End for Continuous Action Tasks.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Learnings Options End-to-End for Continuous Action Tasks

Reference 35

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This paper cites and Friedman, N.Probabilistic graphical models: principles and techniques.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs and Friedman, N.Probabilistic graphical models: principles and techniques

Reference 36

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Observation 2c8d10ec-ad92-48d0-af72-1ef5cbdd8423 · outbound

This paper cites S., et al.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs S., et al

Reference 37

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Observation 28531792-260a-4912-ae69-cc379d315376 · outbound

This paper cites and Barto, A.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs and Barto, A

Reference 38

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This paper cites Reinforcement Learning and Control as Probabilistic Inference: Tutorial and Review.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Reinforcement Learning and Control as Probabilistic Inference: Tutorial and Review

Reference 39

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Observation 02a4c011-a2dd-4f78-a378-b76162c6fd9c · outbound

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Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Unresolved cited work

Reference 40

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Observation 166956c1-9beb-4544-b8e3-a71d57b1fa8d · outbound

This paper cites SOAC: The Soft Option Actor-Critic Architecture.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs SOAC: The Soft Option Actor-Critic Architecture

Reference 41

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This paper cites The skill-action architecture: Learning abstract action embeddings for reinforcement learning.OpenReview:id=PU35uLgRZkk, 2020.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs The skill-action architecture: Learning abstract action embeddings for reinforcement learning.OpenReview:id=PU35uLgRZkk, 2020

Reference 43

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Observation f67cd1ce-dea5-4400-9149-b67cbe616b70 · outbound

This paper cites Hit-mdp: learning the smdp option framework on mdps with hidden temporal embeddings.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Hit-mdp: learning the smdp option framework on mdps with hidden temporal embeddings

Reference 44

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Observation d4da349f-a5c9-4705-a223-af5c4d5fa2b0 · outbound

This paper cites Hit-mdp: learning the smdp option framework on mdps with hidden temporal embeddings.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Hit-mdp: learning the smdp option framework on mdps with hidden temporal embeddings

Reference 45

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Observation 15498480-bf0e-4355-b2d5-e42391e2e8b1 · outbound

This paper cites A., Veness, J., Bellemare, M.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs A., Veness, J., Bellemare, M

Reference 46

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Observation 18d919ac-ed1c-4851-818c-4c0ef7be4538 · outbound

This paper cites Hierarchical Reinforcement Learning via Advantage-Weighted Information Maximization.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Hierarchical Reinforcement Learning via Advantage-Weighted Information Maximization

Reference 47

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Observation c9cd90ea-8fc5-4595-9ba2-9930ddb40782 · outbound

This paper cites Policy gradient methods in the presence of symmetries and state abstractions.Journal of Machine Learning Research, 25(71):1–57, 2024.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Policy gradient methods in the presence of symmetries and state abstractions.Journal of Machine Learning Research, 25(71):1–57, 2024

Reference 48

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Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Unresolved cited work

Reference 49

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Observation f2b25fc7-ed23-44a8-bc23-60cbe6aa8e01 · outbound

This paper cites Long-horizon visual planning with goal-conditioned hierarchical predictors.NeurIPS, 2020.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Long-horizon visual planning with goal-conditioned hierarchical predictors.NeurIPS, 2020

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:17:35.489127Z

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Observation e7e329d9-101c-49cc-aca3-a69236daf3e5 · outbound

This paper cites University of Massachusetts Amherst, 2000.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs University of Massachusetts Amherst, 2000

Reference 51

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Observation a1125424-a5ec-4473-89de-977499012ec2 · outbound

This paper cites and Roth, D.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs and Roth, D

Reference 52

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Observation 2b6e9249-d163-40ab-9a4e-5a2804e186e2 · outbound

This paper cites J., and Hashimoto, T.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs J., and Hashimoto, T

Reference 53

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Observation 7eed6d5e-fd5a-4f31-beca-0fe414403178 · outbound

This paper cites Equivalence Between Policy Gradients and Soft Q-Learning.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Equivalence Between Policy Gradients and Soft Q-Learning

Reference 54

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Observation 4a033cd3-9521-4d46-bcdc-3443ba95b70e · outbound

This paper cites Proximal Policy Optimization Algorithms.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Proximal Policy Optimization Algorithms

Reference 55

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Observation 278294fc-c0de-4947-8e82-edd4710c55d0 · outbound

This paper cites Dynamics-Aware Unsupervised Discovery of Skills.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Dynamics-Aware Unsupervised Discovery of Skills

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T15:17:34.996582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b43aaf3b-d62b-40fc-aadf-108e77277b11 · outbound

This paper cites CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T15:17:35.001993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1e0abc5-9704-4e27-b0b1-e71a0f597a1c · outbound

This paper cites Taco: Learning task decomposition via temporal alignment for control.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Taco: Learning task decomposition via temporal alignment for control

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:17:35.472872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ad41f42d-e9f8-40df-b865-98fffc9e380f · outbound

This paper cites J., Guez, A., Sifre, L., Van Den Driessche, G., Schrittwieser, J., Antonoglou, I., Panneershelvam, V ., Lanctot, M., et al.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs J., Guez, A., Sifre, L., Van Den Driessche, G., Schrittwieser, J., Antonoglou, I., Panneershelvam, V ., Lanctot, M., et al

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:17:35.464718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f3d9dff6-83e1-4508-b99d-b6da84729f26 · outbound

This paper cites An inference-based policy gradient method for learning options.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs An inference-based policy gradient method for learning options

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:17:35.456346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c2e256fb-7b5a-4e0d-a2d5-f8929b49497d · outbound

This paper cites an unresolved cited work.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:17:35.448279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5794080d-6c79-4690-8584-789ed22069c7 · outbound

This paper cites S., Precup, D., and Singh, S.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs S., Precup, D., and Singh, S

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:17:35.438205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 74c0e66c-4741-4efe-a12f-a2eeda384646 · outbound

This paper cites CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T15:17:35.017407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68666400-bfea-4b30-b6bd-f5e13f6f6d11 · outbound

This paper cites Linearly-solvable markov decision problems.Advances in neural information processing systems, 19, 2006.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Linearly-solvable markov decision problems.Advances in neural information processing systems, 19, 2006

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:17:35.430043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 79da3adb-6cfe-4db3-baf1-f719e05003a3 · outbound

This paper cites V ., Zhou, D., et al.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs V ., Zhou, D., et al

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:17:35.421646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 393279b5-43fa-4e53-9233-1bece6f0b1e4 · outbound

This paper cites Data-efficient Hindsight Off-policy Option Learning.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Data-efficient Hindsight Off-policy Option Learning

Reference 67

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:17:35.091666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 99f0b5dd-f41e-4d7f-b9d2-84053da6b1cc · outbound

This paper cites Latent State Marginalization as a Low-cost Approach for Improving Exploration.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs Latent State Marginalization as a Low-cost Approach for Improving Exploration

Reference 68

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:17:35.080831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5786114a-2456-412b-a3ac-13066284a4e9 · outbound

This paper cites and Whiteson, S.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs and Whiteson, S

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:17:35.412298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 39712c13-ed30-41b8-87f8-0f07aecbd91e · outbound

This paper cites D., Bagnell, J.

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs D., Bagnell, J

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:17:35.403816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Reference resolution

Outbound references

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