Pith Number

pith:FRR6TE6N

pith:2023:FRR6TE6NZR3WCEYNSORLFDZJIH

not attested not anchored not stored refs pending

A Survey on Physics Informed Reinforcement Learning: Review and Open Problems

Chayan Banerjee, Clinton Fookes, Kien Nguyen, Maziar Raissi

arxiv:2309.01909 v1 · 2023-09-05 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FRR6TE6NZR3WCEYNSORLFDZJIH}

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

3 papers in Pith

TRIDENT: Breaking the Hybrid-Safety-Physics Coupling for Provably Safe Multi-Agent Reinforcement Learning

Self-Evolving Scientific Agent Discovers Generalizable Physically-Reasoned Fluid Control

SALSA-RL: Stability Analysis in the Latent Space of Actions for Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:16:01.096219Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c63e993cdcc7761130d93a2b28f2941cbf53b4011719d96910656e135c4341a

Aliases

arxiv: 2309.01909 · arxiv_version: 2309.01909v1 · doi: 10.48550/arxiv.2309.01909 · pith_short_12: FRR6TE6NZR3W · pith_short_16: FRR6TE6NZR3WCEYN · pith_short_8: FRR6TE6N

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/FRR6TE6NZR3WCEYNSORLFDZJIH \
  | 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: 2c63e993cdcc7761130d93a2b28f2941cbf53b4011719d96910656e135c4341a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54fbdb2483a379e9afc3ac843273314a9d2deb4ba9dfaa63be22c85006467e45",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-05T02:45:18Z",
    "title_canon_sha256": "9e32d7f2e828129f7c3c5289adf4221fd843642a82b8631c6b6b780f7a7dd5f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.01909",
    "kind": "arxiv",
    "version": 1
  }
}