Pith Number

pith:QVHRYNGB

pith:2024:QVHRYNGBJ2XUUVXNH2CNDI5DGP

not attested not anchored not stored refs pending

Offline Inverse Constrained Reinforcement Learning for Safe-Critical Decision Making in Healthcare

Guiliang Liu, Nan Fang, Wei Gong

arxiv:2410.07525 v2 · 2024-10-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QVHRYNGBJ2XUUVXNH2CNDI5DGP}

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

MORE-CLEAR: Multimodal Offline Reinforcement learning for Clinical notes Leveraged Enhanced State Representation

Receipt and verification

First computed	2026-07-05T09:20:04.546585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

854f1c34c14eaf4a56ed3e84d1a3a333e57f146fe544161a52ab465645d54359

Aliases

arxiv: 2410.07525 · arxiv_version: 2410.07525v2 · doi: 10.48550/arxiv.2410.07525 · pith_short_12: QVHRYNGBJ2XU · pith_short_16: QVHRYNGBJ2XUUVXN · pith_short_8: QVHRYNGB

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/QVHRYNGBJ2XUUVXNH2CNDI5DGP \
  | 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: 854f1c34c14eaf4a56ed3e84d1a3a333e57f146fe544161a52ab465645d54359

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbec9ca806c9863ff3e607060fe059bd865f79187bee93fdab92f407dda86d2f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-10T01:36:27Z",
    "title_canon_sha256": "5328df9da3a243490c99b284b0c5b6664205276bbe7897e8b1bf46926e1c0b52"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07525",
    "kind": "arxiv",
    "version": 2
  }
}