Paper Citation Record · LEDGER

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems

As of 18 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2607.00951.

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

pith.paper-citation-record.v1
2607.00951 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-02T05:42:19.654931Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy20
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metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8010540a-2002-4bd5-8aaf-9aaf7590e386 · outbound

This paper cites Communication-assisted sensing in 6G networks,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Communication-assisted sensing in 6G networks,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.100123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7df70cc3-ddc3-480f-871e-ca7f7e495f00 · outbound

This paper cites Cram´ er–Rao bound minimization for ﬂexible intelligent metasurface-enabled ISAC systems,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Cram´ er–Rao bound minimization for ﬂexible intelligent metasurface-enabled ISAC systems,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.093556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation abc8a0c7-950b-4933-abaa-96c9a4a5d4dd · outbound

This paper cites Robust optimization for movable antenna-aided cell-fre e ISAC with time synchronization errors.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Robust optimization for movable antenna-aided cell-fre e ISAC with time synchronization errors

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.091815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 416576af-767f-4304-bf28-5f4be96d9892 · outbound

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

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Integrated sensing and communications: Toward dual- functional wireless networks for 6G and beyond,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.098363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a066bc0-9641-4f09-ada9-7b3e9709df2f · outbound

This paper cites The integrated sensing and communication revolution for 6G: Vision, techniques, and applications,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems The integrated sensing and communication revolution for 6G: Vision, techniques, and applications,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.089942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b287aea9-3fe2-476f-b41b-c8c9b6cfe71f · outbound

This paper cites Movable antenna enabled ISAC beamforming design for low-altitude airborne vehicles,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Movable antenna enabled ISAC beamforming design for low-altitude airborne vehicles,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.086507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 59ee25f2-b30a-4d56-b9a1-0c7a37d71cf0 · outbound

This paper cites Multi-resolution codebook design and multiuser interfer ence manage- ment for discrete XL-RIS-aided near-ﬁeld MIMO systems,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Multi-resolution codebook design and multiuser interfer ence manage- ment for discrete XL-RIS-aided near-ﬁeld MIMO systems,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.082891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0ae7fc75-665c-4728-9b82-3cb72bd1de82 · outbound

This paper cites Robust beamforming design for RIS-aided NOMA secure networks with transceiver hardware impairments,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Robust beamforming design for RIS-aided NOMA secure networks with transceiver hardware impairments,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.062727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dee520fb-0bf8-48ce-9057-d9f8efd31789 · outbound

This paper cites Practical RI S-aided multiuser communications with imperfect CSI: Practical mo del, ampli- tude feedback, and beamforming optimization,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Practical RI S-aided multiuser communications with imperfect CSI: Practical mo del, ampli- tude feedback, and beamforming optimization,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.079328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 77fb65c4-1cc0-4615-9110-e0979788f425 · outbound

This paper cites An overview of signal processing techniques for RIS/IRS- aided wireless systems,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems An overview of signal processing techniques for RIS/IRS- aided wireless systems,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.071043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9a74b96e-7c64-441c-9c63-6fb2009ab525 · outbound

This paper cites Secure beamforming for RIS-aided ISAC system with CRB minimization,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Secure beamforming for RIS-aided ISAC system with CRB minimization,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.060719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0d2e579f-6e13-4912-984f-9e9acb08b475 · outbound

This paper cites Cram´ er-rao bo und opti- mization for STAR-RIS enabled ISAC system,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Cram´ er-rao bo und opti- mization for STAR-RIS enabled ISAC system,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.064425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2b1d086a-42a8-4ff3-9b6a-319cb9298557 · outbound

This paper cites Stacked intelligent metasurfaces for efﬁcient holograp hic MIMO communications in 6G,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Stacked intelligent metasurfaces for efﬁcient holograp hic MIMO communications in 6G,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.066106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c9b56ef4-20ec-4f96-803b-26c5f67d6974 · outbound

This paper cites Joint power allocation and discrete phase-shift op- timization for SIM-aided ISAC systems,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Joint power allocation and discrete phase-shift op- timization for SIM-aided ISAC systems,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.074905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 72045948-6a7a-44cb-ad27-717ad2a00220 · outbound

This paper cites An ult rathin invisibility skin cloak for visible light,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems An ult rathin invisibility skin cloak for visible light,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.072893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b596f644-a7e8-4789-8743-b8450af4ef98 · outbound

This paper cites A dynamically reprogrammable surface with self-evolvin g shape morphing,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems A dynamically reprogrammable surface with self-evolvin g shape morphing,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.081063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 48ce7fec-99b6-4d59-b03f-ce6ba7eadbec · outbound

This paper cites Flexibl e intelligent metasurface for enhancing multi-target wireless sensing,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Flexibl e intelligent metasurface for enhancing multi-target wireless sensing,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.084685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9f58fee7-6623-4c4a-8c91-8c19d3f33637 · outbound

This paper cites Flexible intelligent metasurfaces for downlink multius er MISO communications,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Flexible intelligent metasurfaces for downlink multius er MISO communications,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.056882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b36a2610-dbf0-4861-ae7a-e3016a8fd42c · outbound

This paper cites Flexible intelligent metasurfaces for enhancing MIMO communicatio ns,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Flexible intelligent metasurfaces for enhancing MIMO communicatio ns,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.058850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 96e6f5f8-a0f1-4aea-803f-6c602229365c · outbound

This paper cites Deep reinforcement learning that matters,.

DRL-Based Joint Beamforming and Surface Shape Optimization for Flexible Intelligent Metasurface-Aided ISAC Systems Deep reinforcement learning that matters,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-06T07:02:01.069331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.