Pith Number

pith:FRMXYA5P

pith:2020:FRMXYA5POK3RVBOKOSHQ4VXAEA

not attested not anchored not stored refs pending

Reinforcement-Learning based Portfolio Management with Augmented Asset Movement Prediction States

Bo Li, Boxin Wang, Hengzhi Pei, Jun Xiao, Pin-Yu Chen, Yada Zhu, Yunan Ye

arxiv:2002.05780 v1 · 2020-02-09 · q-fin.PM · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{FRMXYA5POK3RVBOKOSHQ4VXAEA}

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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.

Cited by

1 paper in Pith

MIGT: Memory Instance Gated Transformer Framework for Financial Portfolio Management

Receipt and verification

First computed	2026-07-05T00:40:35.923689Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c597c03af72b71a85ca748f0e56e0200763b58318e6e2418b89ed007c08d305

Aliases

arxiv: 2002.05780 · arxiv_version: 2002.05780v1 · doi: 10.48550/arxiv.2002.05780 · pith_short_12: FRMXYA5POK3R · pith_short_16: FRMXYA5POK3RVBOK · pith_short_8: FRMXYA5P

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/FRMXYA5POK3RVBOKOSHQ4VXAEA \
  | 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: 2c597c03af72b71a85ca748f0e56e0200763b58318e6e2418b89ed007c08d305

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1c7d97539d58a2b650a965fb6d50e2c75284313e4153890a98d2de7a37cf7f7",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.PM",
    "submitted_at": "2020-02-09T08:10:03Z",
    "title_canon_sha256": "2ff84a9e9d967946fb21e562adb3b31a49e920e613e2a4aeddcaa95be05525d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.05780",
    "kind": "arxiv",
    "version": 1
  }
}