Pith Number

pith:CLG6XDUZ

pith:2025:CLG6XDUZP6UW3KNSBVBTH6VJRB

not attested not anchored not stored refs pending

To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions

Dimitrios Emmanoulopoulos, Justin Lyon, Namid R. Stillman, Ollie Olby

arxiv:2507.08584 v1 · 2025-07-11 · q-fin.ST · cs.AI · cs.CE · cs.MA · q-fin.CP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CLG6XDUZP6UW3KNSBVBTH6VJRB}

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	2026-07-05T11:35:42.373837Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12cdeb8e997fa96da9b20d4333faa9884ac48082e4823d7e703988cb7485bc51

Aliases

arxiv: 2507.08584 · arxiv_version: 2507.08584v1 · doi: 10.48550/arxiv.2507.08584 · pith_short_12: CLG6XDUZP6UW · pith_short_16: CLG6XDUZP6UW3KNS · pith_short_8: CLG6XDUZ

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/CLG6XDUZP6UW3KNSBVBTH6VJRB \
  | 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: 12cdeb8e997fa96da9b20d4333faa9884ac48082e4823d7e703988cb7485bc51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e970d4510013d701529fed7c462c3c2ee7ee4fba3023c273f22f33b44975968a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE",
      "cs.MA",
      "q-fin.CP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2025-07-11T13:29:32Z",
    "title_canon_sha256": "7550b13cf91868a6e2bea074a166d8729581f058cf3e2db3e615ad6558dc0bea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.08584",
    "kind": "arxiv",
    "version": 1
  }
}