Delay-Doppler Domain Channel Estimation: What if Sparsity is Unknown?
2026-05-04T08:51:40Z•080d855466ba893b3ea7abec4ff1538575b0093f0e2e9de248facaf715c87a97
ANS','KL-optimalization'CauchyMDS-array-codesMIMO-detectionSENECAVandermondeaffine-FDMarXivautomorphism-ensemble-decoderdecodingdelay-Dopplerearly-stoppingentropy-estimationerror-correctionfrequency-normalizationgraph-diffusionrange-codingrate-distortionresearchsmall-samplesoft-denoisingsparsity-agnostic estimationsuperregular-matricestransformerwireless-communications
What happened
This silver document is an arXiv RSS bundle (multiple new submissions) focused on communications, coding, and ML for wireless systems and related applications. Key contributions include: a sparsity-agnostic delay–Doppler channel estimator exploiting Cartesian-product DD support; a low-complexity sequential automorphism-ensemble decoder with early stopping for reduced AED complexity; a new metric (confidential reconstruction accuracy) and analysis for joint accuracy/confidentiality in remote reconstruction with wiretap/eavesdropper models; artificial-noise aided designs for movable-antenna (MA)
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_math_it
- Record identifier
- 080d855466ba893b3ea7abec4ff1538575b0093f0e2e9de248facaf715c87a97
- Enrichment time
- 2026-05-04T08:51:40Z
- AI-assisted enrichment
- Yes
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