Paper Citation Record · LEDGER

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems

As of 12 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2412.13532.

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

pith.paper-citation-record.v1
2412.13532 v4

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:07:31.992355Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:43:12.919159Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T00:43:13.009333Z

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy26
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bd5522e7-b37e-4884-aa48-688099418cb2 · outbound

This paper cites Enabling joint communication and radar sensing in mobile net- works—A survey,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Enabling joint communication and radar sensing in mobile net- works—A survey,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.358931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a84eea79-10b7-4220-b9c1-e61d48e92477 · outbound

This paper cites Integrated sensing and commu- nications (ISAC) for vehicular communication networks (VCN),.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Integrated sensing and commu- nications (ISAC) for vehicular communication networks (VCN),

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.347795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bfa83e60-be18-468b-b046-8fe56a4e5ceb · outbound

This paper cites Integrated sensing and communications: Towards dual- functional wireless networks for 6G and beyond,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Integrated sensing and communications: Towards dual- functional wireless networks for 6G and beyond,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.336084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d76d40b5-3864-4059-91eb-d7b15833f423 · outbound

This paper cites Spatial multiplexing with limited RF chains: Generalized beamspace modulation (GBM) for mmwave massive MIMO,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Spatial multiplexing with limited RF chains: Generalized beamspace modulation (GBM) for mmwave massive MIMO,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.323984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ffa5d07b-7786-44e2-ae1b-3e039001093a · outbound

This paper cites THz ISAC: A physical- layer perspective of terahertz integrated sensing and communication,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems THz ISAC: A physical- layer perspective of terahertz integrated sensing and communication,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.312013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5fa6191e-b462-431f-b480-b642880387bd · outbound

This paper cites THz channel model- ing: Consolidating the road to THz communications,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems THz channel model- ing: Consolidating the road to THz communications,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.300748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0a350093-613d-471f-9519-67d309ebd4a7 · outbound

This paper cites Multibeam for joint communication and radar sensing using steerable analog antenna arrays,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Multibeam for joint communication and radar sensing using steerable analog antenna arrays,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.288851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e09da09e-a9c7-4f97-9b2d-c1696c6a1720 · outbound

This paper cites Doubly-dynamic ISAC precoding for vehicular networks: A constrained deep reinforcement learning (CDRL) approach,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Doubly-dynamic ISAC precoding for vehicular networks: A constrained deep reinforcement learning (CDRL) approach,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.277357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 22defe09-0ec1-450d-b28d-a47ad3b1074e · outbound

This paper cites Low-complexity joint transceiver optimization for MmWave/THz MU-MIMO ISAC systems,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Low-complexity joint transceiver optimization for MmWave/THz MU-MIMO ISAC systems,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.266039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fe6a8370-5af1-4d4a-9002-e06200482afa · outbound

This paper cites Channel estima- tion and hybrid combining for wideband terahertz massive MIMO sys- tems,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Channel estima- tion and hybrid combining for wideband terahertz massive MIMO sys- tems,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.255226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2a3a5be2-24f4-40d7-bb38-7425b221e084 · outbound

This paper cites Hybrid arrays: How many RF chains are required to prevent beam squint?.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Hybrid arrays: How many RF chains are required to prevent beam squint?

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.244489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0aaeab98-6d80-4cd2-a7ed-2ff937e3a6d0 · outbound

This paper cites Delay-phase precoding for wideband THz massive MIMO,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Delay-phase precoding for wideband THz massive MIMO,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.233910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4379094e-54eb-4e75-afff-80c5756a48d8 · outbound

This paper cites Integrated sensing and communications with joint beam-squint and beam-split for mmWave /THz massive MIMO,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Integrated sensing and communications with joint beam-squint and beam-split for mmWave /THz massive MIMO,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.222467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5bd75b90-e4a9-430b-86b2-14cc829e36a4 · outbound

This paper cites YOLO: An e fficient terahertz band integrated sensing and communications scheme with beam squint,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems YOLO: An e fficient terahertz band integrated sensing and communications scheme with beam squint,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.209390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8948b0b7-6c4a-41aa-b5da-33004463495c · outbound

This paper cites On the performance gain of integrated sensing and communications: A subspace correlation per- spective,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems On the performance gain of integrated sensing and communications: A subspace correlation per- spective,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.196812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c7777a08-cfb1-47fa-b090-7dcc85014627 · outbound

This paper cites A shared cluster-based stochastic channel model for integrated sensing and communication sys- tems,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems A shared cluster-based stochastic channel model for integrated sensing and communication sys- tems,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.185739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f7901fc9-cca4-49a1-9d9a-ebf4719965fc · outbound

This paper cites RIS-assisted integrated sensing and communications: A subspace rotation approach,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems RIS-assisted integrated sensing and communications: A subspace rotation approach,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.174309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 31b9649a-b6ea-4c5d-871b-c34bf0a441e2 · outbound

This paper cites Intelligent multi-modal sensing-communication inte- gration: Synesthesia of machines,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Intelligent multi-modal sensing-communication inte- gration: Synesthesia of machines,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.163865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b1527517-3ed5-4ca9-b23f-7281ace4959c · outbound

This paper cites Synesthesia of Machines (SoM)-Enhanced ISAC Precoding for Vehicular Networks with Double Dynamics.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Synesthesia of Machines (SoM)-Enhanced ISAC Precoding for Vehicular Networks with Double Dynamics

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T13:07:31.952719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f106fdc-7ec2-4244-baeb-9c1c97c76809 · outbound

This paper cites Terahertz-band joint ultra- massive mimo radar-communications: Model-based and model-free hy- brid beamforming,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Terahertz-band joint ultra- massive mimo radar-communications: Model-based and model-free hy- brid beamforming,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.152679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2ba199f6-d819-4984-8d9e-d1554ddaa20d · outbound

This paper cites Learning to precode for integrated sensing and communication systems,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Learning to precode for integrated sensing and communication systems,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.140799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 180a13a6-25a0-44a5-afb0-eeefd2d5989c · outbound

This paper cites Frame struc- ture and protocol design for sensing-assisted NR-V2X communications,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Frame struc- ture and protocol design for sensing-assisted NR-V2X communications,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.127553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 53605f11-8157-4d91-9721-03a201a4fb0f · outbound

This paper cites Mutual information maximizing wide- band multi-user (wMU) mmwave massive MIMO,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Mutual information maximizing wide- band multi-user (wMU) mmwave massive MIMO,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.114092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d494dc5f-4958-4ae6-b8bf-a55eeec51409 · outbound

This paper cites Cram´er-Rao bound optimization for joint radar-communication beamforming,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Cram´er-Rao bound optimization for joint radar-communication beamforming,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.101367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b66312ed-5eca-48ac-8b8e-7a917163b301 · outbound

This paper cites Doubly-Dynamic ISAC Precoding for Vehicular Networks: A Constrained Deep Reinforcement Learning (CDRL) Approach.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Doubly-Dynamic ISAC Precoding for Vehicular Networks: A Constrained Deep Reinforcement Learning (CDRL) Approach

Reference 25

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T13:07:32.041049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 23f88b50-50b4-4066-b25f-3199356a8dbc · outbound

This paper cites CBAM: Convolutional block attention module,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems CBAM: Convolutional block attention module,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.089221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7c1c8b57-1e56-4872-9204-e7450e954ab3 · outbound

This paper cites Joint delay-phase precoding under true-time delay constraints in wideband sub-THz hybrid massive MIMO systems,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Joint delay-phase precoding under true-time delay constraints in wideband sub-THz hybrid massive MIMO systems,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.076917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 631a12f8-616e-4649-bfd1-7a45b45b2ad6 · outbound

This paper cites Approximating the Kullback Leibler di- vergence between gaussian mixture models,.

Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems Approximating the Kullback Leibler di- vergence between gaussian mixture models,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:07:32.065800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 69e925aa-2ac0-40d2-b7db-d2eadf6b9d41 · inbound

Synesthesia of Machines (SoM)-Enhanced Sub-THz ISAC Transmission for Air-Ground Network cites this paper.

Synesthesia of Machines (SoM)-Enhanced Sub-THz ISAC Transmission for Air-Ground Network Synesthesia of Machine (SoM)-Driven Analog Precoder Optimization for Enhanced ISAC Performance in Sub-THz Systems

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:43:13.015968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.