wifi-densepose/docs
rUv 91248536bc
feat(beyond-sota): ADR-156 M2 — RaBitQ unbiased distance estimator (rigorous published negative on strict-K) (#1056)
* feat(ruvector): RaBitQ unbiased distance estimator (ADR-156 M2)

Implement the real Gao & Long (SIGMOD 2024) RaBitQ contribution on top of
the existing Pass-2 rotation: an unbiased estimator of the inner product /
squared distance recovered from the 1-bit code plus 8 B/vec per-vector side
info (residual_norm + x_dot_o), used to rerank the candidate set instead of
raw Hamming.

- src/estimator.rs (new): EstimatorSketch, SideInfo, EstimatorQuery,
  DistanceEstimator (estimate_inner_product / estimate_sq_distance /
  ranking_key / cosine_ranking_key), EstimatorBank (topk_estimated[_cosine],
  with_centroid). Zero-centroid simplification documented; paper-faithful
  centroid path also built.
- src/rotation.rs: extract apply_padded() (full padded FHT frame the code
  lives in); apply() now truncates apply_padded(). No behaviour change.
- lib.rs: export estimator types.

Additive + backward-compatible: Pass-1 Sketch / Pass-2 SketchBank / WireSketch
wire format unchanged; all external callers use Pass-1 and are unaffected.

Co-Authored-By: claude-flow <ruv@ruv.net>

* test(ruvector): estimator strict-K coverage harness (ADR-156 M2)

Add measure_estimator (cosine rerank) + measure_estimator_euclidean to the
coverage harness, on the BIT-IDENTICAL fixture / cluster centres / query
stream / cosine ground truth as measure_pass1/measure_pass2 — apples-to-apples
sign-Hamming vs unbiased-estimator-rerank.

Regression tests:
- estimator_rerank_not_worse_than_sign (>= sign-only Pass-2 on a fixed fixture)
- estimator_coverage_is_deterministic
- estimator_coverage_report (--nocapture prints the strict-K table)

MEASURED strict-K (candidate_k=K=8): Pass-1 36.13% -> Pass-2-sign 46.39% ->
estimator-cosine 49.71%. Still short of the ADR-084 90% strict bar; estimator
reaches 95.12% at candidate_k=24 (vs sign 91.60%). Published negative.

Co-Authored-By: claude-flow <ruv@ruv.net>

* docs(ruvector): record RaBitQ estimator measured negative (ADR-156 §11, ADR-084)

- sketch_bench: estimator cosine/euclid columns in the coverage table.
- ADR-156 §11 (new): estimator formula + zero-centroid simplification stated
  honestly; strict-K coverage table; RESOLVED-NEGATIVE verdict (49.71% strict,
  short of 90%); pinning test names. §5 #2 + §10.5 updated.
- ADR-084 'Pass 2b' (new): estimator landed + measured strict-K vs the bar.
- CHANGELOG [Unreleased]: ADR-156 §11 Milestone-2 entry.

Co-Authored-By: claude-flow <ruv@ruv.net>
2026-06-13 18:24:40 -04:00
..
adr feat(beyond-sota): ADR-156 M2 — RaBitQ unbiased distance estimator (rigorous published negative on strict-K) (#1056) 2026-06-13 18:24:40 -04:00
archtocode-visual-overview docs: add visual architecture overview images (#208) 2026-05-17 18:18:07 -04:00
benchmarks docs(study): sharpest finding — the encoder barely matters for CSI pose 2026-05-31 03:43:14 -04:00
ddd docs: rvCSI edge RF sensing platform — PRD, ADR-095, DDD domain model 2026-05-12 23:15:10 +00:00
design HOMECORE: native Rust/WASM/TS port of Home Assistant — ADRs 125-134 implementation (#800) 2026-05-25 22:47:48 -04:00
edge-modules chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00
huggingface fix(train): wire wifi-densepose-signal into the pipeline; correct MODEL_CARD env-sensor claim (#536) 2026-05-11 23:40:55 -04:00
integration feat: per-room calibration system (ADR-151) + cognitum-v0 appliance integration spec (#989) 2026-06-10 15:21:09 -04:00
integrations feat(adr-117): pip wifi-densepose modernization (PIP-PHOENIX) + ruview sibling release (#786) 2026-05-24 13:00:38 -04:00
prd docs: rvCSI edge RF sensing platform — PRD, ADR-095, DDD domain model 2026-05-12 23:15:10 +00:00
qe-reports chore(repo): move v1/ → archive/v1/ + add archive/README.md (#430) 2026-04-25 23:07:52 -04:00
releases ADR-115: Home Assistant + Matter integration (#778) 2026-05-23 16:13:28 -04:00
research fix(adr): resolve duplicate ADR numbers + close ADR-080 security + ADR-154 M1 signal backlog (#1051) 2026-06-13 14:31:38 -04:00
security HOMECORE: native Rust/WASM/TS port of Home Assistant — ADRs 125-134 implementation (#800) 2026-05-25 22:47:48 -04:00
tutorials docs(tutorials): Pi 5 + Hailo cluster rvcsi tutorial (#546) 2026-05-17 17:41:39 -04:00
ADR-110-BRANCH-STATE.md ADR-110: ESP32-C6 firmware extension (#764) 2026-05-23 15:34:48 -04:00
ADR-110-REVIEW-GUIDE.md ADR-110: ESP32-C6 firmware extension (#764) 2026-05-23 15:34:48 -04:00
RELEASE-streaming-engine-v0.3.0.md docs: RuView streaming-engine v0.3.0 release notes (intro + usage) 2026-05-29 08:46:12 -04:00
TROUBLESHOOTING.md fix(docker): UDP relay for multi-source ESP32 on Docker Desktop Windows (#502) 2026-05-17 18:01:44 -04:00
WITNESS-LOG-028.md feat(signal): ADR-135 — empty-room baseline calibration 2026-05-28 18:57:08 -04:00
WITNESS-LOG-110.md fix(firmware): C6 IDF v5.5 guard + HE-LTF host ingest + WITNESS-LOG-110 B1 resolution (#1005) (#1011) 2026-06-11 11:00:37 -04:00
build-guide.md chore(repo): move v1/ → archive/v1/ + add archive/README.md (#430) 2026-04-25 23:07:52 -04:00
proof-of-capabilities.md fix(adr): resolve duplicate ADR numbers + close ADR-080 security + ADR-154 M1 signal backlog (#1051) 2026-06-13 14:31:38 -04:00
readme-details.md ADR-152: WiFi-Pose SOTA 2026 intake — WiFlow-STD benchmark, Rust integrations, ADR-153 802.11bf layer, efficiency frontier (#1008) 2026-06-11 17:02:23 -04:00
security-audit-wasm-edge-vendor.md chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00
user-guide-apple-homepod.md ADR-125 APPLE-FABRIC: RuView <-> Apple Home native HAP bridge (e2e on real C6) (#797) 2026-05-25 17:36:40 -04:00
user-guide.md fix(adr): resolve duplicate ADR numbers + close ADR-080 security + ADR-154 M1 signal backlog (#1051) 2026-06-13 14:31:38 -04:00
wifi-mat-user-guide.md chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00