Pith Number

pith:KLCNBC2N

pith:2023:KLCNBC2N6G7VIAJDZ4EUO3MT7N

not attested not anchored not stored refs pending

Towards Generalizable Reinforcement Learning for Trade Execution

Chuheng Zhang, Jian Li, Jianyu Chen, Li Zhao, Xiaoyu Chen, Yitong Duan

arxiv:2307.11685 v1 · 2023-05-12 · q-fin.TR · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KLCNBC2N6G7VIAJDZ4EUO3MT7N}

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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

Pretrained LLM Adapted with LoRA as a Decision Transformer for Offline RL in Quantitative Trading

Receipt and verification

First computed	2026-07-05T06:33:30.744510Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52c4d08b4df1bf540123cf09476d93fb611b5b6c7664e00ca3d84f9bdd5b5e6d

Aliases

arxiv: 2307.11685 · arxiv_version: 2307.11685v1 · doi: 10.48550/arxiv.2307.11685 · pith_short_12: KLCNBC2N6G7V · pith_short_16: KLCNBC2N6G7VIAJD · pith_short_8: KLCNBC2N

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/KLCNBC2N6G7VIAJDZ4EUO3MT7N \
  | 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: 52c4d08b4df1bf540123cf09476d93fb611b5b6c7664e00ca3d84f9bdd5b5e6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "561414eed3fe70e424d026f284f8efe232f31fb4c6afb18947fce11dc5152bb5",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2023-05-12T02:41:11Z",
    "title_canon_sha256": "511c1103d1ef75a889af8bd30a88d870de8a8130936f5b259f2c481a416f4e9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.11685",
    "kind": "arxiv",
    "version": 1
  }
}