Pith Number

pith:MLFKY2TH

pith:2026:MLFKY2THDYCEUOLDER2F3E65TM

not attested not anchored not stored refs pending

A Knowledge-Injection Framework for Zero-Shot Adaptation of LLMs to Delirium Prediction

Bharat Gandhi, Jessica Sena, Miguel Contreras, Parisa Rashidi, Scott Siegel, Shesadree Priyadarshani, Subhash Nerella

arxiv:2607.20453 v1 · 2026-05-14 · cs.CL · 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{MLFKY2THDYCEUOLDER2F3E65TM}

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	2026-07-24T00:23:16.277709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62caac6a671e044a396324745d93dd9b20c9b580fdbb3416b4cec86f8a31e912

Aliases

arxiv: 2607.20453 · arxiv_version: 2607.20453v1 · doi: 10.48550/arxiv.2607.20453 · pith_short_12: MLFKY2THDYCE · pith_short_16: MLFKY2THDYCEUOLD · pith_short_8: MLFKY2TH

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/MLFKY2THDYCEUOLDER2F3E65TM \
  | 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: 62caac6a671e044a396324745d93dd9b20c9b580fdbb3416b4cec86f8a31e912

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fd966ea44abcca0f7742f266741211bf9458eef65a0913c2faab18e1cad6aa5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-14T20:03:14Z",
    "title_canon_sha256": "034eda801e6c8b213f5acfbb6e4854eef1d66f57e737aaac2d14f8e937dab8bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.20453",
    "kind": "arxiv",
    "version": 1
  }
}