Pith Number

pith:JANEJDIC

pith:2026:JANEJDICJKH3BDJIPXGIAJ3UJH

not attested not anchored not stored refs pending

From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate

Pardis Taghavi, Santosh Bhavani

arxiv:2608.11381 v1 · 2026-08-11 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JANEJDICJKH3BDJIPXGIAJ3UJH}

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	2026-08-13T00:21:43.495932Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

481a448d024a8fb08d287dcc80277449faede694a342ed054e41f8c0007aaedb

Aliases

arxiv: 2608.11381 · arxiv_version: 2608.11381v1 · doi: 10.48550/arxiv.2608.11381 · pith_short_12: JANEJDICJKH3 · pith_short_16: JANEJDICJKH3BDJI · pith_short_8: JANEJDIC

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/JANEJDICJKH3BDJIPXGIAJ3UJH \
  | 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: 481a448d024a8fb08d287dcc80277449faede694a342ed054e41f8c0007aaedb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d798aa92c0b4fa1d5615e7e1d34aec2e165f98c2e6787ec03bf76bfa1fca01da",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-11T19:42:15Z",
    "title_canon_sha256": "9c6b777fa50634d277f8f6e1f8f3623bdadd1388bf030be6ba076544dbe16d82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.11381",
    "kind": "arxiv",
    "version": 1
  }
}