Delay-Doppler Domain Channel Estimation: What if Sparsity is Unknown?

2026-05-04T08:51:40Z080d855466ba893b3ea7abec4ff1538575b0093f0e2e9de248facaf715c87a97
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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