Pith Number

pith:2MIR4SYJ

pith:2024:2MIR4SYJU23XJIG7WOTEEWHOBQ

not attested not anchored not stored refs pending

Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning

Hongpeng Cao, Lui Sha, Marco Caccamo, Yanbing Mao

arxiv:2412.13224 v1 · 2024-12-17 · cs.RO · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2MIR4SYJU23XJIG7WOTEEWHOBQ}

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	2026-07-05T09:50:58.266161Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3111e4b09a6b774a0dfb3a64258ee0c12d8044b52e7920e78e1a4c04986b018

Aliases

arxiv: 2412.13224 · arxiv_version: 2412.13224v1 · doi: 10.48550/arxiv.2412.13224 · pith_short_12: 2MIR4SYJU23X · pith_short_16: 2MIR4SYJU23XJIG7 · pith_short_8: 2MIR4SYJ

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/2MIR4SYJU23XJIG7WOTEEWHOBQ \
  | 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: d3111e4b09a6b774a0dfb3a64258ee0c12d8044b52e7920e78e1a4c04986b018

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c6716605d22b1e517311646ab063203d1021c36b2e21ee7ffd8be1672f54277",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2024-12-17T04:13:06Z",
    "title_canon_sha256": "b7ac49a9ac74b67796fe2025b2eeebf6bbca5fe05293cfa220c180036e5434f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13224",
    "kind": "arxiv",
    "version": 1
  }
}