Pith Number

pith:YOICH5SB

pith:2023:YOICH5SBXUNSJBCC6HC72D4YKU

not attested not anchored not stored refs pending

Bridging Physics-Informed Neural Networks with Reinforcement Learning: Hamilton-Jacobi-Bellman Proximal Policy Optimization (HJBPPO)

Amartya Mukherjee, Jun Liu

arxiv:2302.00237 v1 · 2023-02-01 · cs.LG · cs.AI · cs.NA · math.AP · math.NA · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YOICH5SBXUNSJBCC6HC72D4YKU}

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.

Cited by

1 paper in Pith

Stabilized neural Hamilton--Jacobi--Bellman solvers: Error analysis and applications in model-based reinforcement learning

Receipt and verification

First computed	2026-07-05T05:38:01.152433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c39023f641bd1b248442f1c5fd0f9855398d51ae645257891dfc5c761c391fb9

Aliases

arxiv: 2302.00237 · arxiv_version: 2302.00237v1 · doi: 10.48550/arxiv.2302.00237 · pith_short_12: YOICH5SBXUNS · pith_short_16: YOICH5SBXUNSJBCC · pith_short_8: YOICH5SB

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/YOICH5SBXUNSJBCC6HC72D4YKU \
  | 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: c39023f641bd1b248442f1c5fd0f9855398d51ae645257891dfc5c761c391fb9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "618de0ebf4fa0ff6041cb5b5bfdcfebf7140e98caeafc134499146c4d29f96bf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NA",
      "math.AP",
      "math.NA",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-01T04:33:06Z",
    "title_canon_sha256": "066cb135d060bcccd4fd1f2cb7b8e154f3607089ebcbaa0d87dbfd5a86572540"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.00237",
    "kind": "arxiv",
    "version": 1
  }
}