Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-07T16:41:37.537831Z
Paper Citation Record · LEDGER
Adaptive Dual-Path Framework for Covert Semantic Communication
As of 5 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2605.03423.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
51 of 51 outbound references displayed
- verified exact4
- verified fuzzy47
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3c473b7f-5c7a-40cb-b88b-e7e4774636ca · outbound
This paper cites Rethinking wireless communication security in semantic internet of things.
Adaptive Dual-Path Framework for Covert Semantic Communication Rethinking wireless communication security in semantic internet of things
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.070712Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ddf0ca87-1ffc-457b-857d-8830f0e619c9 · outbound
This paper cites Beyond transmitting bits: Context, seman- tics, and task-oriented communications.
Adaptive Dual-Path Framework for Covert Semantic Communication Beyond transmitting bits: Context, seman- tics, and task-oriented communications
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.132971Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4686031a-0b53-4409-9b48-747bd43cef68 · outbound
This paper cites Deep joint source- channel coding for wireless image transmission.
Adaptive Dual-Path Framework for Covert Semantic Communication Deep joint source- channel coding for wireless image transmission
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.163734Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5f66c7c2-746c-4a38-902e-ca1e7ded2e6d · outbound
This paper cites Semantics-empowered communications: A tutorial-cum-survey.
Adaptive Dual-Path Framework for Covert Semantic Communication Semantics-empowered communications: A tutorial-cum-survey
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.124102Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 77638c5c-1f73-41da-b07f-df5e39b55617 · outbound
This paper cites Secure semantic communications: Fundamentals and challenges.
Adaptive Dual-Path Framework for Covert Semantic Communication Secure semantic communications: Fundamentals and challenges
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.065231Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 178718f6-ec80-4bb6-b2e6-f8a41d4d0874 · outbound
This paper cites Covert communications: A comprehensive survey.
Adaptive Dual-Path Framework for Covert Semantic Communication Covert communications: A comprehensive survey
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.168212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d4eb043c-983d-4051-ace6-bd05a491802a · outbound
This paper cites Multi- agent reinforcement learning for covert semantic communications over wireless networks.
Adaptive Dual-Path Framework for Covert Semantic Communication Multi- agent reinforcement learning for covert semantic communications over wireless networks
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.138192Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 71fea122-c814-4ac0-a4e3-2f05065500f0 · outbound
This paper cites Covert semantic communi- cation with finite blocklength.
Adaptive Dual-Path Framework for Covert Semantic Communication Covert semantic communi- cation with finite blocklength
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.002439Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3948dcee-deb4-4c5f-a85a-6e1d8dc65c60 · outbound
This paper cites Covert uav data transmission via semantic communication: A drl-driven joint position and power optimization method.
Adaptive Dual-Path Framework for Covert Semantic Communication Covert uav data transmission via semantic communication: A drl-driven joint position and power optimization method
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.120106Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ad4e7e95-3d62-42a7-925c-1e6fcaed9d2f · outbound
This paper cites Multi-agent rein- forcement learning for covert semantic communications over wireless networks.
Adaptive Dual-Path Framework for Covert Semantic Communication Multi-agent rein- forcement learning for covert semantic communications over wireless networks
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.159674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5581227f-24c9-44c7-8db1-b5e9b65d5557 · outbound
This paper cites Secret agent radio: Covert communication through dirty constellations.
Adaptive Dual-Path Framework for Covert Semantic Communication Secret agent radio: Covert communication through dirty constellations
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.172565Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a775723a-ae91-4611-bcef-59413ef1cd21 · outbound
This paper cites Embedding covert information in broadcast communications.
Adaptive Dual-Path Framework for Covert Semantic Communication Embedding covert information in broadcast communications
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.048297Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 72144042-d7bf-4bcf-800c-8ade06fecb38 · outbound
This paper cites Biologically inspired covert underwater acoustic communication by mimicking dolphin whistles.
Adaptive Dual-Path Framework for Covert Semantic Communication Biologically inspired covert underwater acoustic communication by mimicking dolphin whistles
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.052462Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e97cc421-3b2a-4d3b-9a4a-a36fe0737aae · outbound
This paper cites Sad thug: Structural anomaly detection for transmissions of high-value information using graphics.
Adaptive Dual-Path Framework for Covert Semantic Communication Sad thug: Structural anomaly detection for transmissions of high-value information using graphics
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.056555Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4129a9cf-81fd-41ee-a5f9-256cfe8bec5a · outbound
This paper cites Covert communication with time uncertainty in time-critical wireless networks.
Adaptive Dual-Path Framework for Covert Semantic Communication Covert communication with time uncertainty in time-critical wireless networks
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.075127Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6f9e44ce-a441-4740-88bc-4886935485cb · outbound
This paper cites Covert communication over asynchronous channels with timing advantage.
Adaptive Dual-Path Framework for Covert Semantic Communication Covert communication over asynchronous channels with timing advantage
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.086600Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 49051fc8-8ace-475e-8c2e-6b8cd8aa4723 · outbound
This paper cites Extension of the covert perfor- mance evaluation system for underwater spread spectrum communica- tion.
Adaptive Dual-Path Framework for Covert Semantic Communication Extension of the covert perfor- mance evaluation system for underwater spread spectrum communica- tion
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.180934Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9babdec2-5a7b-4629-b692-ea0907875df1 · outbound
This paper cites Bionic covert hydroacoustic spread spectrum communication based on improved adaptive filtering algorithm.
Adaptive Dual-Path Framework for Covert Semantic Communication Bionic covert hydroacoustic spread spectrum communication based on improved adaptive filtering algorithm
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.098874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 93ae972a-7e59-40c5-b8b2-49bc89008857 · outbound
This paper cites Multi-antenna covert communications in random wireless networks.
Adaptive Dual-Path Framework for Covert Semantic Communication Multi-antenna covert communications in random wireless networks
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.102588Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 39726cfb-0380-49e7-952e-11cf73980789 · outbound
This paper cites Intelligent reflecting surface- assisted multi-antenna covert communications: Joint active and passive beamforming optimization.
Adaptive Dual-Path Framework for Covert Semantic Communication Intelligent reflecting surface- assisted multi-antenna covert communications: Joint active and passive beamforming optimization
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.091089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0cf397f8-6729-4dd9-a97b-6c219e5fdb2d · outbound
This paper cites Covert communi- cation achieved by a greedy relay in wireless networks.
Adaptive Dual-Path Framework for Covert Semantic Communication Covert communi- cation achieved by a greedy relay in wireless networks
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.094938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c2041819-4099-4dee-91f4-23da98b2b94f · outbound
This paper cites Delay-constrained covert communica- tions with a full-duplex receiver.
Adaptive Dual-Path Framework for Covert Semantic Communication Delay-constrained covert communica- tions with a full-duplex receiver
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:02.975144Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9ce221b3-3960-40f3-a2b4-83e6f0bf4699 · outbound
This paper cites Covert communication in downlink noma systems with random transmit power.
Adaptive Dual-Path Framework for Covert Semantic Communication Covert communication in downlink noma systems with random transmit power
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.115460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 48b2c628-95b8-40a0-b420-64d42fe9bbc3 · outbound
This paper cites Joint optimization of beamforming and noise injection for covert downlink transmissions in cell-free internet of things networks.
Adaptive Dual-Path Framework for Covert Semantic Communication Joint optimization of beamforming and noise injection for covert downlink transmissions in cell-free internet of things networks
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.006608Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6605435d-bfe7-43a8-9a7c-7093c341b814 · outbound
This paper cites Latency minimization in covert communication enabled federated learning network.
Adaptive Dual-Path Framework for Covert Semantic Communication Latency minimization in covert communication enabled federated learning network
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.044126Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 56ed02e4-3fea-406b-89b2-ad80e94b8fa5 · outbound
This paper cites Covert wireless commu- nication against jamming-assisted proactive detection.
Adaptive Dual-Path Framework for Covert Semantic Communication Covert wireless commu- nication against jamming-assisted proactive detection
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.106368Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cac1b335-9781-42c8-bea6-447e8804e565 · outbound
This paper cites Semantic communication approach for multi-task image transmission.
Adaptive Dual-Path Framework for Covert Semantic Communication Semantic communication approach for multi-task image transmission
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.111270Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 75e0029b-593a-48c0-b58d-79105eb8449c · outbound
This paper cites Image semantic communications: An extended rate-distortion theory based scheme.
Adaptive Dual-Path Framework for Covert Semantic Communication Image semantic communications: An extended rate-distortion theory based scheme
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:02.987472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 75ef929e-edfe-45ed-878b-7d4ccbc297b3 · outbound
This paper cites A multi-task semantic communication system for natural language processing.
Adaptive Dual-Path Framework for Covert Semantic Communication A multi-task semantic communication system for natural language processing
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.038845Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bd19e81e-55a7-4927-84ac-0809a1b1b1bf · outbound
This paper cites Scalable multi-task semantic communication system with feature importance ranking.
Adaptive Dual-Path Framework for Covert Semantic Communication Scalable multi-task semantic communication system with feature importance ranking
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:02.983329Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 60ca3011-e4db-4f62-93eb-cd3174a44e11 · outbound
This paper cites A unified multi-task semantic communication system for multimodal data.
Adaptive Dual-Path Framework for Covert Semantic Communication A unified multi-task semantic communication system for multimodal data
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.154378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bb08bd95-3396-4a2f-868a-68e2dd4cca52 · outbound
This paper cites Privacy-aware communication over a wiretap channel with generative networks.
Adaptive Dual-Path Framework for Covert Semantic Communication Privacy-aware communication over a wiretap channel with generative networks
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.010325Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6d767fe2-d8a9-40de-80a3-8ac4a5b8c472 · outbound
This paper cites Adversarial networks for secure wireless communications.
Adaptive Dual-Path Framework for Covert Semantic Communication Adversarial networks for secure wireless communications
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:02.990999Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d998360c-5ade-4c79-b1f0-827450537cb7 · outbound
This paper cites Deep Joint Source-Channel Coding for Image Transmission with Visual Protection.
Adaptive Dual-Path Framework for Covert Semantic Communication Deep Joint Source-Channel Coding for Image Transmission with Visual Protection
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T10:56:29.872993Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2d5008b7-6a2e-4485-b15d-15c2bb13de6a · outbound
This paper cites Deep joint source-channel and encryption coding: Secure semantic communications.
Adaptive Dual-Path Framework for Covert Semantic Communication Deep joint source-channel and encryption coding: Secure semantic communications
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:02.994604Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d6f340bc-84b8-4eb3-9086-fb5dfc7de97a · outbound
This paper cites Disentangled in- formation bottleneck guided privacy-protective joint source and channel coding for image transmission.
Adaptive Dual-Path Framework for Covert Semantic Communication Disentangled in- formation bottleneck guided privacy-protective joint source and channel coding for image transmission
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.185384Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7d26cdb3-cee4-49d7-beb5-ba33edd570f6 · outbound
This paper cites Mitigating information leakage in image representations: A maximum entropy approach.
Adaptive Dual-Path Framework for Covert Semantic Communication Mitigating information leakage in image representations: A maximum entropy approach
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.176537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0cac3e84-991b-4b7a-9778-ea48266c8273 · outbound
This paper cites An overview of information-theoretic security and privacy: Metrics, limits and applications.
Adaptive Dual-Path Framework for Covert Semantic Communication An overview of information-theoretic security and privacy: Metrics, limits and applications
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.034647Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c17da67e-4686-47a1-a3a0-d2ae75de0cd6 · outbound
This paper cites Embedding covert information in broadcast communications.
Adaptive Dual-Path Framework for Covert Semantic Communication Embedding covert information in broadcast communications
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.079111Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5626c956-4661-4e93-895a-434a8b882209 · outbound
This paper cites Learning-based Power Control for Secure Covert Semantic Communication.
Adaptive Dual-Path Framework for Covert Semantic Communication Learning-based Power Control for Secure Covert Semantic Communication
Reference 40
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T10:56:29.878015Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7cfdb8d2-3914-4d09-9838-2c5d211dd606 · outbound
This paper cites Covert and reliable semantic communication against cross-layer privacy inference over wireless edge networks.
Adaptive Dual-Path Framework for Covert Semantic Communication Covert and reliable semantic communication against cross-layer privacy inference over wireless edge networks
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.083015Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f24f57df-2a51-4c4b-8461-432121ca078e · outbound
This paper cites Landscape more secure than portrait? zooming into the directionality of digital images with security implications.
Adaptive Dual-Path Framework for Covert Semantic Communication Landscape more secure than portrait? zooming into the directionality of digital images with security implications
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.018214Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7d9059fc-ca6e-4b00-ad8e-7106fed27274 · outbound
This paper cites Adashare: Learning what to share for efficient deep multi-task learning.
Adaptive Dual-Path Framework for Covert Semantic Communication Adashare: Learning what to share for efficient deep multi-task learning
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:02.998426Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 905f3657-034c-436f-8291-526de402b889 · outbound
This paper cites Categorical Reparameterization with Gumbel-Softmax.
Adaptive Dual-Path Framework for Covert Semantic Communication Categorical Reparameterization with Gumbel-Softmax
Reference 44
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T10:56:29.883218Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 32a3f8f4-8534-4932-9cf6-6b20ea4eadda · outbound
This paper cites The cityscapes dataset for semantic urban scene understanding.
Adaptive Dual-Path Framework for Covert Semantic Communication The cityscapes dataset for semantic urban scene understanding
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.026146Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 03234597-3b12-4cf5-8fed-c64a1950d308 · outbound
This paper cites Deep residual learning for image recognition.
Adaptive Dual-Path Framework for Covert Semantic Communication Deep residual learning for image recognition
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:02.979139Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3349cca5-5bb5-4530-97b0-b369fae7ac41 · outbound
This paper cites Deep learning hierarchical representations for image steganalysis.
Adaptive Dual-Path Framework for Covert Semantic Communication Deep learning hierarchical representations for image steganalysis
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.061089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 43ac267f-0096-49c3-b696-d37d6eebb527 · outbound
This paper cites Adam: A Method for Stochastic Optimization.
Adaptive Dual-Path Framework for Covert Semantic Communication Adam: A Method for Stochastic Optimization
Reference 48
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T10:56:29.889157Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a231a7f2-aac7-4dc7-95bf-657e3a64f818 · outbound
This paper cites Stochastic estimation of the maximum of a regression function.
Adaptive Dual-Path Framework for Covert Semantic Communication Stochastic estimation of the maximum of a regression function
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.021992Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1e7af397-8103-459a-9b32-4d44426bd67c · outbound
This paper cites Genran: Genfusion-guided reversible anonymization network for face privacy preserving.
Adaptive Dual-Path Framework for Covert Semantic Communication Genran: Genfusion-guided reversible anonymization network for face privacy preserving
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.014305Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a949e21f-9b51-4378-91dd-e9bac7d932fd · outbound
This paper cites Multilevel feature transmission in dynamic channels: A semantic knowledge base and deep-reinforcement-learning-enabled approach.
Adaptive Dual-Path Framework for Covert Semantic Communication Multilevel feature transmission in dynamic channels: A semantic knowledge base and deep-reinforcement-learning-enabled approach
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:44:03.030326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
No inbound Pith citation observations are available.