Pith. sign in
Pith Number

pith:WQIOKM5W

pith:2022:WQIOKM5WBTJ5AEMNAUWXHEC2B5
not attested not anchored not stored refs pending

Neural Augmented Kalman Filtering with Bollinger Bands for Pairs Trading

Amit Milstein, Guy Revach, Hai Morgenstern, Haoran Deng, Nir Shlezinger

arxiv:2210.15448 v2 · 2022-10-19 · q-fin.TR · cs.LG · eess.SP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WQIOKM5WBTJ5AEMNAUWXHEC2B5}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-05T06:46:44.472043Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b410e533b60cd3d0118d052d73905a0f7b20f8a6a84f1821710f25b9e3424587

Aliases

arxiv: 2210.15448 · arxiv_version: 2210.15448v2 · doi: 10.48550/arxiv.2210.15448 · pith_short_12: WQIOKM5WBTJ5 · pith_short_16: WQIOKM5WBTJ5AEMN · pith_short_8: WQIOKM5W
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WQIOKM5WBTJ5AEMNAUWXHEC2B5 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: b410e533b60cd3d0118d052d73905a0f7b20f8a6a84f1821710f25b9e3424587
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5f4d29f54b8be765d8d842c4afd6c960c80a750703eda4741627e3bb99f7b2a7",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2022-10-19T15:04:44Z",
    "title_canon_sha256": "744810f90ed3320d7cf2677b627c0d0dd3ce06646d14a4444ca2243b80a6f0f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.15448",
    "kind": "arxiv",
    "version": 2
  }
}