Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T19:33:44.060847Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2502.10097.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T19:33:44.060847Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:56:56.658225Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T17:57:03.720293Z
34 of 34 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 24749ca2-b871-4a71-b3cf-817533a607ad · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Towards em- powerment gain through causal structure learning in model-based rl
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 05b93193-1bac-4474-8741-6aadc3b5a164 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning D.3.4 C OMPUTATION COST ANALYSIS We analyze the computational cost of the proposed framework
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c98bbd83-e506-44ad-b96c-5078fbd24556 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Entity-centric reinforcement learning for object manip- ulation from pixels
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f397b7f3-ad4e-4464-a4c0-23e52374f859 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Slot State Space Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e05b560-3121-47de-93e6-f762dfa1c047 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Towards practical multi-object manipu- lation using relational reinforcement learning
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 74b82090-e2c2-4ce3-b711-9e7bbb2cbce0 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Object- aware regularization for addressing causal confusion in imitation learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cf8a8f19-063d-426b-8e24-397832700133 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning DeepMind Control Suite
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56ebb853-0343-4463-9c99-cc4c2ff2597f · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Octo: An Open-Source Generalist Robot Policy
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90c7a1e3-cc97-4434-989a-739b0e0a4312 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Mujoco: A physics engine for model-based control
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c63a3bf5-1bad-4978-8eba-ce05176f4532 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Plannable Approximations to MDP Homomorphisms: Equivariance under Actions
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 460a2443-86ca-4c2b-94c9-5d40779cf450 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning RISE: 3D Perception Makes Real-World Robot Imitation Simple and Effective
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 469e464c-8623-44d2-851a-e9bb8bd78aec · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Building Minimal and Reusable Causal State Abstractions for Reinforcement Learning
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 37a347ef-a25e-49be-857a-db0136f5732d · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Neural Assets: 3D-Aware Multi-Object Scene Synthesis with Image Diffusion Models
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21e1caa0-9281-40e3-8fa9-eca60999e4dd · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Sornet: Spatial object-centric representations for sequential manipulation
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b5968b35-070a-4328-a1e8-02b5fc836117 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Object-centric learning for real- world videos by predicting temporal feature similarities
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9f5d23f6-0ff3-4db7-a487-611368da0af8 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning A Survey on Causal Reinforcement Learning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d38cad5-46d4-450c-ad9f-4466fcb58ba1 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning 3 2.2 Empowerment in RL
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2aee83ce-2a16-4285-9d97-61526b6c5fb0 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning However, both approaches are limited by focusing on a single reward-guided causal relationship
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c5d0f04d-488b-4fc4-acd9-8bff40831a5d · outbound
Causal Information Prioritization for Efficient Reinforcement Learning In summary, current research on reward-guided causal discovery remains incomplete and lacks validation across a broader spectrum of tasks
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 392d8cf0-243e-4f28-80ff-fd28f8d330a8 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning For pixel-based DMControl environments, we employ IFactor (Liu et al.,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eb592226-57fa-4e74-b9bf-de302cd8f8ab · outbound
Causal Information Prioritization for Efficient Reinforcement Learning We utilize the s¯r t state features in IFactor as uncontrollable states unrelated to rewards to execute counterfactual data augmentation
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b20fb5e1-c5fc-4f18-ae93-c4f8c591e534 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 893354ce-ada8-46fb-96f5-a0e73b3336e5 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning All experiments were conducted on the same computing platform with the same computational resources detailed in Appendix F
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ed43f136-872b-48d0-a0c1-7ae9836c60e1 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning We establish MT1 and MT10 tasks for generalization validation: Multi-Task 1 (MT1): Learning one multi-task policy that generalizes to5 tasks belonging to the same environment
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5173b0cc-99c3-43e8-8ac5-e10d0702fe50 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning The experimental results in Figure 32 across three tasks demonstrate that our chosen DirectLiNAM method exhibits superior performance compared to both alternatives
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d81b662d-fbf3-41d5-8d68-849d19c5b414 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Empowerment: A universal agent-centric measure of control
Reference 1999
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 112cba33-4ad6-40d2-bf4b-69315a71f00b · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Variational Empowerment as Representation Learning for Goal-Based Reinforcement Learning
Reference 2002
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46e112d5-8831-4d43-9cb2-897d1586b32e · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Identifiable Object-Centric Representation Learning via Probabilistic Slot Attention
Reference 2005
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 31ef7244-2d6f-48bf-a001-b1eeff556478 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Learning dynamic attribute-factored world models for efficient multi-object reinforcement learning
Reference 2018
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3b677282-5341-444b-9408-d5ed377579b8 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Object-Centric Slot Diffusion
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0075b38f-e666-416c-b57a-18efa89f223f · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Multi-object search using object-oriented pomdps
Reference 2020
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f82ef5f4-1176-4a30-8aeb-6bd587fb31e7 · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Robust agents learn causal world models
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4e6c376-7fd9-41e0-b885-683fbe832c6f · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Enhancing ood generaliza- tion in offline reinforcement learning with energy-based policy optimization
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aeaa4da1-8d19-4eea-b888-69848f4dfd0a · outbound
Causal Information Prioritization for Efficient Reinforcement Learning Object-aware gaussian splatting for robotic manipulation
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4390f034-77d2-477c-98dc-fc77ed660464 · inbound
Causality-informed Anomaly Detection in Partially Observable Sensor Networks: Moving beyond Correlations Causal Information Prioritization for Efficient Reinforcement Learning
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.