Pith Number

pith:OCQWWXCU

pith:2026:OCQWWXCU6XN634CDJELJTRAWZP

not attested not anchored not stored refs pending

TimeSRL: Generalizable Time-Series Behavioral Modeling via Semantic RL-Tuned LLMs -- A Case Study in Mental Health

Jingping Nie, Lilin Xu, Millie Wu, Qingyu Chen, Subigya Nepal, Xiaofan Jiang, Xin Liu, Xuhai "Orson" Xu, Yuang Fan, Yuzhe Yang, Zhuo Zhang

arxiv:2605.21295 v1 · 2026-05-20 · cs.LG · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OCQWWXCU6XN634CDJELJTRAWZP}

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	2026-05-21T02:05:27.620708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70a16b5c54f5dbedf043491699c416cbf83adeb804844070e5c112c1cdd3a278

Aliases

arxiv: 2605.21295 · arxiv_version: 2605.21295v1 · doi: 10.48550/arxiv.2605.21295 · pith_short_12: OCQWWXCU6XN6 · pith_short_16: OCQWWXCU6XN634CD · pith_short_8: OCQWWXCU

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/OCQWWXCU6XN634CDJELJTRAWZP \
  | 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: 70a16b5c54f5dbedf043491699c416cbf83adeb804844070e5c112c1cdd3a278

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf6e9ad18d0034226265429ff3a615afb9ef09cb7661da936201902229c9bb33",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-20T15:25:46Z",
    "title_canon_sha256": "64803dc3c89ea9671c365c0adff7a78947b3f182d25569b0120881252f3760f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.21295",
    "kind": "arxiv",
    "version": 1
  }
}