Pith Number

pith:M7IEXDUK

pith:2026:M7IEXDUKC25Q7CBTAAG7U5ZEDT

not attested not anchored not stored refs pending

An Emerging Retail Portfolio Management Application: Personalized, Tax-Aware Reinforcement Learning with Natural Language Goals

Ramin Pishehvar

arxiv:2608.05255 v1 · 2026-08-05 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M7IEXDUKC25Q7CBTAAG7U5ZEDT}

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	2026-08-07T00:46:37.350538Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67d04b8e8a16bb0f8833000dfa77241ccaf998f01383feeaccfefee5344e92e4

Aliases

arxiv: 2608.05255 · arxiv_version: 2608.05255v1 · doi: 10.48550/arxiv.2608.05255 · pith_short_12: M7IEXDUKC25Q · pith_short_16: M7IEXDUKC25Q7CBT · pith_short_8: M7IEXDUK

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/M7IEXDUKC25Q7CBTAAG7U5ZEDT \
  | 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: 67d04b8e8a16bb0f8833000dfa77241ccaf998f01383feeaccfefee5344e92e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fc4c1f2ab97ba5c516d2dd6f6033319b9ae479f501295bb1c25e44031030dc9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-05T16:20:11Z",
    "title_canon_sha256": "f10e17401a11eb834ee29a6cc376b25c138989960ed5e7c30e64e82ff94c06a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.05255",
    "kind": "arxiv",
    "version": 1
  }
}