Pith Number

pith:427I5USF

pith:2023:427I5USFCU4JAHHRMVLUKXLD2E

not attested not anchored not stored refs pending

IMM: An Imitative Reinforcement Learning Approach with Predictive Representation Learning for Automatic Market Making

Bo An, Hui Niu, Jiahao Zheng, Jian Guo, Jian Li, Siyuan Li, Zhouchi Lin

arxiv:2308.08918 v1 · 2023-08-17 · cs.LG · cs.AI · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{427I5USFCU4JAHHRMVLUKXLD2E}

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	2026-07-05T06:42:13.416790Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6be8ed2451538901cf16557455d63d1133453af6a4aa252910b3df5a6e65c1d

Aliases

arxiv: 2308.08918 · arxiv_version: 2308.08918v1 · doi: 10.48550/arxiv.2308.08918 · pith_short_12: 427I5USFCU4J · pith_short_16: 427I5USFCU4JAHHR · pith_short_8: 427I5USF

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/427I5USFCU4JAHHRMVLUKXLD2E \
  | 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: e6be8ed2451538901cf16557455d63d1133453af6a4aa252910b3df5a6e65c1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7e2368541f4e53cfe935237f7373919cfd8bbd4e4ad02ce6f6aa55db8b62df6",
    "cross_cats_sorted": [
      "cs.AI",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-17T11:04:09Z",
    "title_canon_sha256": "16acdc0408a5737baedfaa6ae808a197203c4e49b43c79c656826dd23da809dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.08918",
    "kind": "arxiv",
    "version": 1
  }
}