Pith Number

pith:Y2TRS6TK

pith:2019:Y2TRS6TKTCHXZFXPWAZY2DIB6L

not attested not anchored not stored refs pending

Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning

Aldo Faisal, Andrew Ross, David Wihl, Finale Doshi-Velez, Li-wei H. Lehman, Matthieu Komorowski, Omer Gottesman, Xuefeng Peng, Yi Ding

arxiv:1901.04670 v1 · 2019-01-15 · cs.LG · cs.AI · 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{Y2TRS6TKTCHXZFXPWAZY2DIB6L}

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

The hidden risks of temporal resampling in clinical reinforcement learning

Receipt and verification

First computed	2026-05-17T23:56:22.119424Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6a7197a6a988f7c96efb0338d0d01f2efb938c99ac68499b4541673c4683841

Aliases

arxiv: 1901.04670 · arxiv_version: 1901.04670v1 · doi: 10.48550/arxiv.1901.04670 · pith_short_12: Y2TRS6TKTCHX · pith_short_16: Y2TRS6TKTCHXZFXP · pith_short_8: Y2TRS6TK

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/Y2TRS6TKTCHXZFXPWAZY2DIB6L \
  | 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: c6a7197a6a988f7c96efb0338d0d01f2efb938c99ac68499b4541673c4683841

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56dc6b850dfc1d71a35c2b333cb973e860d8b2357747a64d2122f9de8bf85eb6",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-15T05:40:27Z",
    "title_canon_sha256": "ffb7598472e80bac221175e886d5e69253e2b3aaf93b03d11c21eaf08fa91544"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.04670",
    "kind": "arxiv",
    "version": 1
  }
}