Pith Number

pith:TZGYOUZM

pith:2026:TZGYOUZM6BRBODR5ZQSKB4DMN2

not attested not anchored not stored refs pending

AQuA: Recursively Self-Improving Quantitative Trading Research Agents

Jiacheng Guo, Jian Ge, Mengdi Wang, Suozhi Huang, Xu Kuang, Yunlong Gao, Zihao Li

arxiv:2608.12841 v1 · 2026-08-13 · cs.CL · 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{TZGYOUZM6BRBODR5ZQSKB4DMN2}

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	2026-08-14T00:49:02.985995Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e4d87532cf062170e3dcc24a0f06c6ebc1d90941ccefa5c27f1896d29f09ddc

Aliases

arxiv: 2608.12841 · arxiv_version: 2608.12841v1 · doi: 10.48550/arxiv.2608.12841 · pith_short_12: TZGYOUZM6BRB · pith_short_16: TZGYOUZM6BRBODR5 · pith_short_8: TZGYOUZM

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/TZGYOUZM6BRBODR5ZQSKB4DMN2 \
  | 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: 9e4d87532cf062170e3dcc24a0f06c6ebc1d90941ccefa5c27f1896d29f09ddc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57ee86ee7f66228f589e359d9fd1df165f0f6d6aed504da2656bac80d1aa7724",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-08-13T05:25:42Z",
    "title_canon_sha256": "cb72ae9a770edf4f52ecb16e648987b4f258076d6c2e45e8b7f2912c1a1cd4cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.12841",
    "kind": "arxiv",
    "version": 1
  }
}