Pith Number

pith:VSJVMPEH

pith:2023:VSJVMPEHOFLYKKDGVYZ2KTAMY5

not attested not anchored not stored refs pending

From Reactive to Proactive Volatility Modeling with Hemisphere Neural Networks

Karin Klieber, Mikael Frenette, Philippe Goulet Coulombe

arxiv:2311.16333 v2 · 2023-11-27 · econ.EM · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VSJVMPEHOFLYKKDGVYZ2KTAMY5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T08:10:58.993556Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac93563c877157852866ae33a54c0cc746c256eccbd25f6dd3437c8ad3bd8be3

Aliases

arxiv: 2311.16333 · arxiv_version: 2311.16333v2 · doi: 10.48550/arxiv.2311.16333 · pith_short_12: VSJVMPEHOFLY · pith_short_16: VSJVMPEHOFLYKKDG · pith_short_8: VSJVMPEH

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/VSJVMPEHOFLYKKDGVYZ2KTAMY5 \
  | 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: ac93563c877157852866ae33a54c0cc746c256eccbd25f6dd3437c8ad3bd8be3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63117abef5946a64fd5df765ac99a517c9d835b96af9d3641a509d5364d2485d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "econ.EM",
    "submitted_at": "2023-11-27T21:37:50Z",
    "title_canon_sha256": "07c08867d6f23e00d165dbd1dc7fcd0c787bb079a0e5ec936d20b4266fce6c49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.16333",
    "kind": "arxiv",
    "version": 2
  }
}