Pith Number

pith:GNXW64QY

pith:2025:GNXW64QYPB7TMLC6ZPANN7EKZ5

not attested not anchored not stored refs pending

Dynamic Portfolio Optimization via Augmented DDPG with Quantum Price Levels-Based Trading Strategy

Mingze Ma, Raymond S.T. Lee, Runsheng Lin, Zihan Xing

arxiv:2501.08528 v1 · 2025-01-15 · cs.CE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GNXW64QYPB7TMLC6ZPANN7EKZ5}

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	2026-07-05T10:01:20.758935Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

336f6f7218787f362c5ecbc0d6fc8acf62560ed85e32ef556328d0d05497848b

Aliases

arxiv: 2501.08528 · arxiv_version: 2501.08528v1 · doi: 10.48550/arxiv.2501.08528 · pith_short_12: GNXW64QYPB7T · pith_short_16: GNXW64QYPB7TMLC6 · pith_short_8: GNXW64QY

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/GNXW64QYPB7TMLC6ZPANN7EKZ5 \
  | 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: 336f6f7218787f362c5ecbc0d6fc8acf62560ed85e32ef556328d0d05497848b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be5b6da0ffa2c32b4caabc9f6c9225af07212423fe79b0799a16b958b9a1b075",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2025-01-15T02:37:28Z",
    "title_canon_sha256": "3e3673d76dd9db56671a8b08dbe9f0f2c2aae3b53ee93abfb9366cfe9032b49d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08528",
    "kind": "arxiv",
    "version": 1
  }
}