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The register

Experiments.

Every question the project has put to a room, and what came back. Each card names the capture sessions or simulation runs it rests on, and the archive checks that claim, so a result here is backed by named recordings and never by prose alone.


The experiment register, 18 rows
Identifier Experiment Standing Kind Evidence behind it Last activity
csi-impairment-fit Which CSI receiver impairments can the empty-room sample identify?Which receiver-model parameters can the recorded empty-room channel identify, and how do they change simulated occupancy sensitivity? running simulation 16 sim runs · 1 campaign session 2026-08-28
csi-drift-real-floor Link survival across surveyed furniture arrangementsHow do surveyed furniture arrangements change simulated link survival, and does a measured link failure have the same cause? running simulation 12 sim runs · 1 campaign session 2026-08-28
csi-crowd-temporal Time-resolved CSI under simulated crowd motionDoes the wobble in the Wi-Fi signal really grow with the size of a moving crowd? running simulation 92 sim runs · 7 campaign sessions 2026-08-07
csi-sim2real-transfer Synthetic pretraining under a scarce real-data budgetCan a counter trained on cheap simulated data and finished on a handful of real measurements beat one trained on the handful alone? running simulation 83 sim runs · 2 campaign sessions 2026-07-15
crowd-dynamics-replay Crowd dynamics on real floors — persona-driven motion, seat-seeking, egress, replaysDo the simulated people move through real floor plans the way real crowds do? running simulation 177 sim runs · 9 campaign sessions 2026-07-14
ap-placement-coverage-counting The floorplan as a placement oracle — where do APs both cover the space and count the crowd?Do the best places to put Wi-Fi radios for coverage also happen to be the best places for counting the crowd? running simulation 47 sim runs · 5 campaign sessions 2026-07-13
csi-recalibration-trigger Drift detection and the cost of recalibrationDoes cross-modal disagreement identify harmful drift well enough to justify the cost of recalibration? running simulation 4 campaign sessions 2026-07-07
csi-topology-vs-area Topology vs area for CSI occupancy — what drives fingerprint discriminability and sniffer count?Is it the shape of a floor plan or simply its size that decides how many radios you need to count its people? running simulation 6 campaign sessions 2026-07-07
ble-anchor-placement BLE anchor placement — does topology-informed placement recover graded count?If Bluetooth anchors are concentrated in the room everyone passes through, can they count people rather than only notice them? running simulation 2 campaign sessions 2026-07-06
csi-layout-drift CSI layout drift — a synthetic (T*, ε) prior for recalibration cadenceHow fast does a Wi-Fi people counter go wrong as the furniture is moved, and is the decay regular enough to schedule recalibration by? running simulation 3 campaign sessions 2026-07-02
csi-band-calibration CSI band calibration — can the coupled sim reproduce the WiMANS 2.4-vs-5 GHz occupancy gap?Does the simulator show the same 5 GHz advantage for counting people that real hardware shows? running simulation 73 sim runs · 3 campaign sessions 2026-06-25
csi-ble-fusion-drift CSI × BLE fusion under motion — does periodic BLE recalibration bound cross-environment drift?If a drifting Wi-Fi count is rescaled now and then by a Bluetooth reading, does the drift stay bounded when the model moves to a new floor? running simulation 6 campaign sessions 2026-06-25
ble-csi-coregistration BLE/CSI co-registration — does the RSSI anchor resolve occupancy where temporal CSI collapses?When a seated crowd stops stirring the Wi-Fi signal, can a Bluetooth reading solved from the same scene still tell how many people are there? running simulation 2 campaign sessions 2026-06-24
csi-impairment-sim-to-real CSI hardware impairments — does the occupancy signal survive a commodity NIC?Does the occupancy signal survive the flaws of an ordinary Wi-Fi card? running simulation 2 campaign sessions 2026-06-24
csi-body-em-fidelity Body-as-scatterer EM fidelity — what the dielectric cylinder hides (ray-traced)Which body-model settings can a distribution of simulated attenuation distinguish? running simulation 117 sim runs · 1 campaign session · 1 paper cited 2026-06-07
csi-static-occlusion CSI amplitude under static occupancy — the blockage↔variance crossover (ray-traced)How do attenuation and variation across static crowd placements change with occupancy? running simulation 16 sim runs · 1 campaign session · 3 papers cited 2026-06-06
csi-through-wall-blockage Locating the blockage-dominant regime — through-wall, sparse-LOS CSIThrough a wall, with little direct line of sight, does the shadow a body casts finally beat the jitter as the thing to count by? running simulation 66 sim runs · 1 campaign session 2026-06-04
csi-material-fidelity Wall-material fidelity — does the ITU wall palette shift second-order CSI statistics?Does it matter whether the simulated walls are drywall or concrete? running simulation 8 sim runs · 1 campaign session 2026-06-04
Simulation campaigns 57 briefs · the machinery the simulation experiments ran on

A campaign is one supervised sweep of simulations against a brief. Sessions are sealed and carry their own synthesis and their own adversarial criticism. The run archive holds every run they produced.

CampaignExperimentSessions RunsLatest
c-ble-graded-count-powered
Graded BLE-anchor occupancy, at power — confirm or refute the hub-placement slope with a CI that can actually exclude the null
ble-anchor-placement 1 96 2026-07-06
c-csi-cross-geometry-scaleout
Cross-geometry CSI drift at real floor count — 40 floors, nested seeds, honest LOFO baseline
csi-cross-geometry-generalization 14 94 2026-07-09
c-ble-trigger-equivalence
Trigger-vs-clock parity (TOST) — does event-driven recalibration reach equivalence with fixed cadence at ¼ the budget?
csi-recalibration-trigger 1 84 2026-07-07
c-csi-layout-drift
CSI layout drift — a synthetic (T*, ε) prior for recalibration cadence
csi-layout-drift 3 74 2026-07-02
c-exps1-fundamental-diagram
Reproduce the Adrian-2024 / Liddle-2022 fundamental-diagram band on EXP-S1 Geometry A
EXP-S1 3 73 2026-06-09
c-csi-cross-geometry-resplan
Cross-geometry generalization of CSI occupancy-sensitivity across the ResPlan dataset
csi-cross-geometry-generalization 1 72 2026-06-04
c-resplan-crowd-geometry-gallery
Cross-geometry crowd flow across the ResPlan apartment corpus — a replay gallery
crowd-dynamics-replay 3 68 2026-06-25
c-continuity-prior-csi-density-v2
Continuity-prior PINN for CSI density — the refutation, this time with rendered evidence
csi-crowd-temporal 2 48 2026-07-15
c-csi-through-wall-blockage
Through-wall, sparse-LOS CSI — locating the blockage-dominant regime
csi-through-wall-blockage 1 48 2026-06-04
c-feature-type-transfer
Feature type, not modality — do kinematic features survive the furniture rearrangement that breaks fingerprints?
csi-cross-geometry-generalization 2 44 2026-07-04
c-ble-csi-coregistration
BLE/CSI co-registration — does the RSSI anchor channel resolve occupancy where temporal CSI collapses?
ble-csi-coregistration 2 44 2026-06-24
c-csi-crowd-temporal
Time-resolved CSI under real crowd motion (coupled JuPedSim → Sionna)
csi-crowd-temporal 2 44 2026-06-24
c-csi-ble-fusion
CSI x BLE fusion under motion — does periodic BLE recalibration bound the cross-environment drift of temporal-CSI counting?
csi-ble-fusion-drift 6 42 2026-06-25
c-coverage-estimator-factorial
Coverage factorial with a bounded-influence estimator — isolate what actually drives blind-spot footfall
ap-placement-coverage-counting 2 40 2026-07-07
c-csi-band-calibration
CSI band calibration — does the coupled sim reproduce the WiMANS-measured 2.4-vs-5 GHz occupancy-discriminability gap?
csi-band-calibration 2 40 2026-06-25
c-csi-body-em-fidelity
Body-as-scatterer EM fidelity — loss×radius confounding and per-band Fresnel shift (ray-traced)
csi-body-em-fidelity 1 36 2026-06-07
c-csi-roomscale-calibration
CSI room-scale calibration — does a WiMANS-scale room let the coupled sim reproduce the measured 2.4-vs-5 GHz occupancy gap?
csi-band-calibration 1 30 2026-06-25
c-csi-topology-sniffer-count
Does room-adjacency topology — not floor area — drive CSI/BLE fingerprint discriminability and the required sniffer count? (ResPlan stratified)
csi-topology-vs-area 3 24 2026-06-25
c-ble-drift-trigger
BLE drift trigger — can an online drift statistic detect CSI layout drift and beat a fixed recalibration schedule?
csi-recalibration-trigger 1 21 2026-07-03
c-mall-archcad
The shopping mall as a placement oracle — where do APs both cover the concourse and count the crowd, on a real-ArchCAD-grounded mall floor?
names csi-mall-grid, not a card 4 20 2026-07-20
c-flat-day-reactive-vs-scripted
c-flat-day-reactive-vs-scripted
not linked 4 20 2026-06-26
c-crowd-motion-mix
Multi-group crowd choreography on a real multi-room floor — arrival waves, seat reuse, through-traffic, with full movement replays
crowd-dynamics-replay 2 19 2026-06-04
c-resplan-egress
Evacuation egress on ResPlan floors — emptying the rooms through the doorways
crowd-dynamics-replay 1 18 2026-07-06
c-ble-anchor-placement
BLE anchor placement — does topology-informed (high-betweenness hub + large room) placement recover the graded count the dispersed anchors lost?
ble-anchor-placement 1 18 2026-06-25
c-csi-impairment-fit
exp-csi-calibration — fit the CSI impairment profile from a month of empty room
csi-impairment-fit 1 16 2026-08-28
c-csi-crowd-occlusion
CSI amplitude under crowd occlusion — locate the blockage↔variance crossover (ray-traced)
csi-static-occlusion 1 16 2026-06-06
c-ble-impairment-robustness
BLE-anchor impairment robustness --- does the RSSI calibration anchor survive a commodity NIC where the CSI phase feature does not?
csi-impairment-sim-to-real 1 14 2026-06-24
c-csi-impairment-sim-to-real
CSI hardware impairments — does the occupancy signal survive a commodity NIC?
csi-impairment-sim-to-real 1 13 2026-06-09
c-csi-drift-real-floor
CSI layout drift on the surveyed floor — the prediction the geometry already forces
csi-drift-real-floor 1 12 2026-08-28
c-csi-temporal-events
Event-rich temporal CSI — is crowd-induced CSI dynamics linear between events and forced at entries/exits (HAVOK), on a corpus built to answer it?
csi-crowd-temporal 1 11 2026-08-07
c-continuity-prior-csi-density
Continuity-prior PINN for CSI crowd density — does a 1D mass-conservation prior regularize the CSI->density inverse?
csi-crowd-temporal 2 10 2026-06-25
c-exp-s1-mechanism-defense
Defend the L4½.5 mechanism claim across the EXP-S1 sandbox
EXP-S1 1 9 2026-06-09
c-csi-fidelity-material
Wall-material fidelity — does the ITU wall palette shift second-order CSI statistics (drywall vs concrete sensitivity probe)?
csi-material-fidelity 1 8 2026-06-04
c-placement-oracle
The floorplan as a placement oracle — where do APs both cover the space and count the crowd, across 56 floors?
ap-placement-coverage-counting 2 7 2026-07-13
c-coverage-meets-crowds
Coverage meets crowds — does the placed-anchor sensing footprint cover where the crowd actually goes?
ap-placement-coverage-counting 1 7 2026-06-25
c-public-spaces
Real crowds in real buildings — flow, dwell, device-traffic & CSI counting on S3DIS
not linked 1 6 2026-07-20
c-csi-ble-condition-switch
Condition-switch fusion — the xmodal drift statistic replaces the staleness clock
csi-recalibration-trigger 2 6 2026-07-05
c-walk-notebook-flex
Flexibility probe — papermill-executed Jupyter notebook as a first-class simulator artefact
crowd-dynamics-replay 1 6 2026-06-06
c-flat-day-csi
c-flat-day-csi
not linked 1 5 2026-06-25
c-fiit-find-a-seat
Seek-and-occupy — pedestrians find a free seat on a real DB floor (IP-092)
crowd-dynamics-replay 2 3 2026-06-09
c-operanet-sim2real
Sim-to-real — does simulated CSI crowd-counting match real OPERAnet measurements?
not linked 1 — 2026-07-21
c-sim2real-count-transfer
Sim-to-real count transfer: does synthetic-impaired CSI pretraining beat real-only at a small real budget?
csi-sim2real-transfer 2 — 2026-07-12
c-csi-topology-los-balanced
Topology vs area for CSI occupancy — a fair fight with LOS/NLOS-balanced placement
csi-topology-vs-area 3 — 2026-07-07
c-cac-drift
Calibration-as-control — does a BLE anchor rescue a drifting CSI occupancy filter (sim)?
not linked — — —
c-csi-archcad-sensability
CSI sensability across public-building geometry at scale — the ArchCAD ensemble the residential set couldn't cover
csi-archcad-public-building-sensability — — —
c-csi-band-paired-hardware
Paired dual-band CSI on the AX210/Pi5 fleet — does the 5 GHz occupancy edge survive a self-illuminated, matched-rate, swapped-receiver measurement?
csi-band-paired-hardware — — —
c-csi-ble-fusion-powered
CSI x BLE fusion, powered and cross-checked — the staleness-switch claim on >1 geometry with a real-data anchor
csi-ble-fusion-drift — — —
c-csi-cross-geometry-scaleout-v2
Cross-geometry CSI drift at real floor count — re-run with a session that exists and figures that render
csi-cross-geometry-generalization — — —
c-fiit-library-day
A library day — campus-rhythm arrivals, friends sharing tables, seat reuse over 8 h (IP-102)
crowd-dynamics-replay — — —
c-flat-day-ai
c-flat-day-ai
not linked — — —
c-furniture-csi-observatory
c-furniture-csi-observatory
names csi-oracle-grid-resplan-2605, not a card — — —
c-furniture-walkability
Does furniture change where the crowd goes — the movement-side of the furnished floor?
crowd-dynamics-replay — — —
c-ip110-showcase
c-ip110-showcase
not linked — — —
c-multifloor-fsm-observatory
c-multifloor-fsm-observatory
not linked — — —
c-operanet-sim2real-fingerprint
OPERAnet sim-to-real fingerprint — does ray-traced synthetic CSI reproduce the measured environment confound?
csi-sim2real-transfer — — —
c-placement-oracle-powered
Placement oracle, re-earned — the 57-floor coverage-vs-counting claim with attached runs and rendered figures
ap-placement-coverage-counting — — —
c-resplan-crowd-to-csi
Coupled crowd → CSI on a ResPlan floor — synthetic CSI–density pairs from watchable motion
csi-crowd-temporal — — —