Pith Number

pith:ILZIG5LQ

pith:2021:ILZIG5LQMYU72TUDSQH3SC7YAH

not attested not anchored not stored refs pending

Intelligent Trading Systems: A Sentiment-Aware Reinforcement Learning Approach

Anna Helena Reali Costa, Francisco Caio Lima Paiva, Leonardo Kanashiro Felizardo, Reinaldo Augusto da Costa Bianchi

arxiv:2112.02095 v1 · 2021-11-14 · q-fin.TR · cs.AI · cs.CL · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ILZIG5LQMYU72TUDSQH3SC7YAH}

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	2026-07-05T04:21:07.617531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42f28375706629fd4e83940fb90bf801e2b42be2f6b1cfbc9b42ddd67b653a4e

Aliases

arxiv: 2112.02095 · arxiv_version: 2112.02095v1 · doi: 10.48550/arxiv.2112.02095 · pith_short_12: ILZIG5LQMYU7 · pith_short_16: ILZIG5LQMYU72TUD · pith_short_8: ILZIG5LQ

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/ILZIG5LQMYU72TUDSQH3SC7YAH \
  | 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: 42f28375706629fd4e83940fb90bf801e2b42be2f6b1cfbc9b42ddd67b653a4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f0b40018e26552687c2259e1fac287252d03f2205e3aef09107f4cdeafa8cb3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2021-11-14T16:30:45Z",
    "title_canon_sha256": "aee08de7545f336d118efa5f342e0b820e2d150b8ddedbfbefe029198e93bd1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.02095",
    "kind": "arxiv",
    "version": 1
  }
}