Paper Citation Record · LEDGER

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction

As of 5 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2604.22979.

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

pith.paper-citation-record.v1
2604.22979 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T11:41:01.345709Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

24 of 24 outbound references displayed

verified exact0
verified fuzzy23
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a65199eb-f7a8-4188-a81a-4081b6b1c15f · outbound

This paper cites Understanding and modeling of WiFi signal based human activity recognition.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Understanding and modeling of WiFi signal based human activity recognition

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.912701Z

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 f9049c12-12a8-4723-a699-4887e19800ee · outbound

This paper cites Widar3.0: Zero-effort cross-domain gesture recognition with wi-fi.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Widar3.0: Zero-effort cross-domain gesture recognition with wi-fi

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.856482Z

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 64d0fca4-c4a9-4e3d-9bc4-1b90ef2ce224 · outbound

This paper cites Accurate passive radar via an uncertainty-aware fusion of wi- fi sensing data.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Accurate passive radar via an uncertainty-aware fusion of wi- fi sensing data

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.955713Z

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 40b7cefe-e2c4-4e08-af0e-a3e59ab7c2f5 · outbound

This paper cites Preliminary insights into resource-constrained neuro- symbolic causal complex event processing.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Preliminary insights into resource-constrained neuro- symbolic causal complex event processing

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.952116Z

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 63edfd53-6ddd-4dbc-be40-a1e7c69d1775 · outbound

This paper cites Auto-encoding variational bayes.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Auto-encoding variational bayes

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.948722Z

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 93be12b2-0e02-41d1-924c-b6b2e4625037 · outbound

This paper cites Categorical reparameterization with gumbel-softmax.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Categorical reparameterization with gumbel-softmax

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.916153Z

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 0d32408a-2eb4-45d4-8ce5-9474ae03b9bc · outbound

This paper cites The concrete distribution: A con- tinuous relaxation of discrete random variables.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction The concrete distribution: A con- tinuous relaxation of discrete random variables

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.945354Z

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 d513e231-a5c8-4e4d-ad72-a197f01c050d · outbound

This paper cites High-recall causal discovery for auto- correlated time series with latent confounders.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction High-recall causal discovery for auto- correlated time series with latent confounders

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.920042Z

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 bce182b1-c4a6-4fd2-bc9c-85d535fe608c · outbound

This paper cites Detecting and quantifying causal associations in large nonlinear time series datasets.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Detecting and quantifying causal associations in large nonlinear time series datasets

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.849096Z

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 29f3f751-8d65-4417-9e5d-091212823900 · outbound

This paper cites The temporal logic of programs.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction The temporal logic of programs

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.934553Z

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 0d9e7513-7736-4361-8c4d-8facc2a4d102 · outbound

This paper cites Baier and J.-P.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Baier and J.-P

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.852879Z

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 8ab191f6-9a53-4981-9445-c8e7121b8f32 · outbound

This paper cites DeepProbLog: Neural probabilistic logic programming.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction DeepProbLog: Neural probabilistic logic programming

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.863941Z

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 67e0610a-560d-4d46-aecc-ec95e7e3326a · outbound

This paper cites Rule-based activity recognition framework: Challenges, technique and learning.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Rule-based activity recognition framework: Challenges, technique and learning

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.909293Z

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 2a41bb26-5e90-4c1d-9f1b-5fcd74e5586c · outbound

This paper cites Arule-basedapproachtoactivityrecognition.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Arule-basedapproachtoactivityrecognition

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.901757Z

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 f7620f4b-0bb2-4b36-a3fc-258d0cb7f85d · outbound

This paper cites Explicative human activity recognition using adaptive association rule-based classification.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Explicative human activity recognition using adaptive association rule-based classification

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.860128Z

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 480217cf-b9ed-456a-a539-88c5331f703a · outbound

This paper cites an unresolved cited work.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-26T14:07:25.894232Z

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 c3113cd2-e95f-46e2-9d0c-a5552962c75d · outbound

This paper cites SHARP: Environment and person independent activity recognition with commodity IEEE 802.11 access points.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction SHARP: Environment and person independent activity recognition with commodity IEEE 802.11 access points

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.927373Z

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 1cca85dc-a911-42a9-b730-7803d7a3afed · outbound

This paper cites ReWiS: Reliable wi-fi sensing through few-shot multi-antenna multi-receiver CSI learning.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction ReWiS: Reliable wi-fi sensing through few-shot multi-antenna multi-receiver CSI learning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.938410Z

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 1481c120-0818-4b4e-a8be-be524ec56c69 · outbound

This paper cites Human occupancy detection via passive cognitive radio.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Human occupancy detection via passive cognitive radio

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.959186Z

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 3efc8f35-8f7c-4c37-85a7-c5970c75ec88 · outbound

This paper cites Exposing the CSI: A systematic investigation of CSI-based wi-fi sensing capabilities and limi- tations.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Exposing the CSI: A systematic investigation of CSI-based wi-fi sensing capabilities and limi- tations

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.898142Z

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 16eb5ef4-e5e5-444b-86ea-ecda4e152ff3 · outbound

This paper cites AX-CSI: Enabling CSI extraction on commercial 802.11ax wi-fi platforms.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction AX-CSI: Enabling CSI extraction on commercial 802.11ax wi-fi platforms

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.923632Z

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 0e8687d0-5601-4f62-a09d-3b82c36d9a0e · outbound

This paper cites An algorithm for fast recovery of sparse causal graphs.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction An algorithm for fast recovery of sparse causal graphs

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.941732Z

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 a7e38848-b6ec-40ff-92e6-5bc8e79a9d5a · outbound

This paper cites A survey on behavior recognition using WiFi channel state information.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction A survey on behavior recognition using WiFi channel state information

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.931207Z

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 148db3d4-23c4-4801-8171-f69de3550406 · outbound

This paper cites Beta-VAE: Learning basic visual concepts with a constrained variational framework.

Towards Causally Interpretable Wi-Fi CSI-Based Human Activity Recognition with Discrete Latent Compression and LTL Rule Extraction Beta-VAE: Learning basic visual concepts with a constrained variational framework

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T14:07:25.905584Z

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.