Paper Citation Record · LEDGER

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes

As of 20 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 3 inbound Pith citation observations for arXiv:2502.03335.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.03335 v3

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T05:18:21.317554Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:30:35.551368Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-16T13:17:55.011830Z

Reference resolution

49 of 49 outbound references displayed

verified exact14
verified fuzzy23
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e6e2bedc-efc1-4b4a-bd00-e8b4e73a79bd · outbound

This paper cites Data-Driven Neural Polar Codes for Unknown Channels With and Without Memory.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Data-Driven Neural Polar Codes for Unknown Channels With and Without Memory

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:19.981483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46153b5a-4783-4cf8-a062-cf835679900a · outbound

This paper cites Constrained Markov decision processes.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Constrained Markov decision processes

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:20.014764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb2b6180-1700-414d-aed8-a2bf91803608 · outbound

This paper cites Nonlinear programming.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Nonlinear programming

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.525032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1e6ed971-ba11-4359-b0fb-6e5af41b906f · outbound

This paper cites Proof of shannon's transmission theorem for finite-state indecomposable channels.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Proof of shannon's transmission theorem for finite-state indecomposable channels

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.509782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 93df4b53-3bdf-46c8-b3a6-7f46531f9134 · outbound

This paper cites A review of the applications of deep learning-based emergent communication.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes A review of the applications of deep learning-based emergent communication

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.494086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6faf89ab-8cb7-4ddc-80d5-57aac4a8e880 · outbound

This paper cites Rgmcomm: Return gap minimization via discrete communications in multi-agent reinforcement learning.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Rgmcomm: Return gap minimization via discrete communications in multi-agent reinforcement learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.478495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 081af5ea-a5b6-4f09-9467-7758bae2767d · outbound

This paper cites Elements of information theory.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Elements of information theory

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:20.059626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d9cc454-57c0-4f11-b4bf-99bf6e3287fc · outbound

This paper cites an unresolved cited work.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Unresolved cited work

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4fdaa2b7-e740-41b4-9ff2-103b2bc8e139 · outbound

This paper cites On controlled finite state markov processes with compact control sets.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes On controlled finite state markov processes with compact control sets

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.451428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 91ddddf9-e85c-43d8-9960-a4761f4ea86f · outbound

This paper cites Learning to Communicate with Deep Multi - Agent Reinforcement Learning.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Learning to Communicate with Deep Multi - Agent Reinforcement Learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.435057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bda70a46-9631-450d-ba4c-55272ebe675d · outbound

This paper cites Information theory and reliable communication, volume 588.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Information theory and reliable communication, volume 588

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.411336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 29b828f5-1f01-4a33-8881-41497008c29d · outbound

This paper cites Goldsmith and P.P.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Goldsmith and P.P

Reference 12

Resolution: verified exact; doi, observed 2026-08-09T05:18:21.471612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 43f35f52-f4f2-4dbc-99e5-969da4afad14 · outbound

This paper cites DeepPolar: Inventing Nonlinear Large-Kernel Polar Codes via Deep Learning.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes DeepPolar: Inventing Nonlinear Large-Kernel Polar Codes via Deep Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:20.298024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fe4fb14-9e9f-4214-94f2-3fade099b98c · outbound

This paper cites Discrete-time Markov control processes: basic optimality criteria, volume 30.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Discrete-time Markov control processes: basic optimality criteria, volume 30

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.333496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9fe14588-2ef3-45aa-91ec-18f3fca0cff3 · outbound

This paper cites Turbo autoencoder: Deep learning based channel codes for point-to-point communication channels.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Turbo autoencoder: Deep learning based channel codes for point-to-point communication channels

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.286468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2c42b39b-180a-45b4-b37a-3600c0f1c8a6 · outbound

This paper cites Learn codes: Inventing low-latency codes via recurrent neural networks.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Learn codes: Inventing low-latency codes via recurrent neural networks

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.270855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b924600d-b80a-4741-aac5-998f82fe4e4f · outbound

This paper cites Karabag, Melkior Ornik, and Ufuk Topcu.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Karabag, Melkior Ornik, and Ufuk Topcu

Reference 17

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T05:18:23.485102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 956b39da-8f12-4942-a96c-9f56f6bbe4b8 · outbound

This paper cites Deepcode: Feedback codes via deep learning.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Deepcode: Feedback codes via deep learning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.254882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fc791d2b-5ff5-47b6-a60a-dbaca465c4ba · outbound

This paper cites Deepcode: Feedback codes via deep learning.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Deepcode: Feedback codes via deep learning

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.238452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 012b0907-6a78-488f-b60d-8c3c73aaff67 · outbound

This paper cites Knepper, Christoforos I.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Knepper, Christoforos I

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.215883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 52d532ad-451f-4f84-83ba-0ecedc999a13 · outbound

This paper cites Joint source-channel coding with feedback.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Joint source-channel coding with feedback

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.198767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 28d803df-0f7f-471d-b275-13986158bbb6 · outbound

This paper cites Ko codes: inventing nonlinear encoding and decoding for reliable wireless communication via deep-learning.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Ko codes: inventing nonlinear encoding and decoding for reliable wireless communication via deep-learning

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.179771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 564fc2a2-9d90-4527-a4ee-1f7c98a35124 · outbound

This paper cites Survey of unmanned subterranean exploration, navigation, and localisation.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Survey of unmanned subterranean exploration, navigation, and localisation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.161080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f56bfd43-53cc-48ef-918b-017f65fc5c9e · outbound

This paper cites Causality, feedback and directed information.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Causality, feedback and directed information

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.140516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a01e3185-fe8d-4e02-b4bc-01b9ff9eeb5f · outbound

This paper cites Capacity of a post channel with and without feedback.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Capacity of a post channel with and without feedback

Reference 25

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T05:18:23.208809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f05a14a9-9854-4087-b27b-fcacb2c544f8 · outbound

This paper cites Goldsmith.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Goldsmith

Reference 26

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T05:18:23.026752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 90d8b4c9-3bd6-41d5-af83-9d20a09e91b9 · outbound

This paper cites Jamming attacks and anti-jamming strategies in wireless networks: A comprehensive survey.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Jamming attacks and anti-jamming strategies in wireless networks: A comprehensive survey

Reference 27

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T05:18:22.730910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b2119d3e-481b-4820-8546-51db03d231a3 · outbound

This paper cites Vincent Poor and Rafael F.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Vincent Poor and Rafael F

Reference 28

Resolution: verified exact; doi, observed 2026-08-09T05:18:21.428111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2f4e4595-b5b6-4831-834c-046be8c33890 · outbound

This paper cites Markov decision processes: discrete stochastic dynamic programming.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Markov decision processes: discrete stochastic dynamic programming

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fb589f1-084e-43a1-908b-4809b251bf30 · outbound

This paper cites Permuter, and Henry D.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Permuter, and Henry D

Reference 30

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T05:18:22.508049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6c7427ca-3a63-4f05-9123-70747d01f51d · outbound

This paper cites Channels with side information at the transmitter.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Channels with side information at the transmitter

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:24.064816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c316b5ff-1dd7-4aac-8190-5715f06d3eab · outbound

This paper cites Finite-State Channels with Feedback and State Known at the Encoder.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Finite-State Channels with Feedback and State Known at the Encoder

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-09T05:18:22.341081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8a84dbba-4e52-4876-8ec3-ddd20fafedfe · outbound

This paper cites Permuter.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Permuter

Reference 33

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T05:18:22.227178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation aea2c008-eaf3-4ff6-b35c-a1aff566ba5c · outbound

This paper cites Communicating via markov decision processes.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Communicating via markov decision processes

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:23.996914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0a17092b-f3c9-462d-8821-501ce84feb85 · outbound

This paper cites Learning multiagent communication with backpropagation.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Learning multiagent communication with backpropagation

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:23.938090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fc69dfc5-da12-4f48-9965-59312123996a · outbound

This paper cites Learning to Communicate Implicitly By Actions.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Learning to Communicate Implicitly By Actions

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-09T05:18:22.032374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2e5b81ad-7430-4500-afec-48b82928c8af · outbound

This paper cites Trenholm.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Trenholm

Reference 37

Resolution: verified exact; doi, observed 2026-08-09T05:18:21.393965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f14752e1-4276-4835-bcc4-516cd78fbed7 · outbound

This paper cites Effective Communications : A Joint Learning and Communication Framework for Multi - Agent Reinforcement Learning Over Noisy Channels.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Effective Communications : A Joint Learning and Communication Framework for Multi - Agent Reinforcement Learning Over Noisy Channels

Reference 38

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T05:18:21.998328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 99ba74da-3b6d-4788-bff9-372e8c18fd84 · outbound

This paper cites Verdu and Te Sun Han.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Verdu and Te Sun Han

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:20.826920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30a06a0e-ed7f-4f21-8414-ebbd5c648e5e · outbound

This paper cites Pheromone communication in ants: a detailed analysis of concentration-dependent decisions in three species.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Pheromone communication in ants: a detailed analysis of concentration-dependent decisions in three species

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:23.917025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 000b885a-96de-4767-a35a-bc66d7a6019d · outbound

This paper cites Towards practical and scalable molecular networks.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Towards practical and scalable molecular networks

Reference 41

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T05:18:21.697245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bb8d74dc-e533-422d-b5e5-1e50c1ead51c · outbound

This paper cites Learning Efficient Multi -agent Communication : An Information Bottleneck Approach.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Learning Efficient Multi -agent Communication : An Information Bottleneck Approach

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:23.889222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d6f8ccfc-2f46-4ac9-8ecc-bcc5a65c35ae · outbound

This paper cites Quorum sensing: cell-to-cell communication in bacteria.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Quorum sensing: cell-to-cell communication in bacteria

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T05:18:23.866802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 721a3650-ab8a-443e-bbf5-7219a5c2200c · outbound

This paper cites an unresolved cited work.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:18:23.848890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d7e3739a-cd96-4965-983b-818fe30e73b1 · outbound

This paper cites Lookahead optimizer: k steps forward, 1 step back.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Lookahead optimizer: k steps forward, 1 step back

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:21.196623Z

Source-reported events for the cited work

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Observation 20b2e69e-ae7f-4ad9-8996-547307b454c8 · outbound

This paper cites write newline.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes write newline

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:21.235900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 029b2ed2-3493-495e-8213-ff7c9b9011fc · outbound

This paper cites @esa (Ref.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes @esa (Ref

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:21.306386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9302eb2-f670-428b-9d7c-d390ebbc684c · outbound

This paper cites an unresolved cited work.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:21.312192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c05b7e8e-b4df-47db-b132-5a6b26f45176 · outbound

This paper cites an unresolved cited work.

Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-09T05:18:21.317554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 2a50a4b5-1ead-4810-b068-24c35d83579f · inbound

SREC: Encrypted Semantic Super-Resolution Enhanced Communication cites this paper.

SREC: Encrypted Semantic Super-Resolution Enhanced Communication Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:30:35.551368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37a5071b-c011-41c4-a493-2d0a7a24d025 · inbound

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication cites this paper.

KGRAG-SC: Knowledge Graph RAG-Assisted Semantic Communication Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T16:29:08.886016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32d8cca5-cd68-49e6-ab10-11c082498875 · inbound

Empirical Coordination over Markov Channel with Independent Source cites this paper.

Empirical Coordination over Markov Channel with Independent Source Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-16T13:17:55.013450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.