Pith Number

pith:BKFWLTAF

pith:2025:BKFWLTAFWUGXUOS7WFMJBJ6IGH

not attested not anchored not stored refs pending

TAMER: A Test-Time Adaptive MoE-Driven Framework for EHR Representation Learning

Ahmed Allam, Michael Krauthammer, Xiaochen Zheng, Yinghao Zhu

arxiv:2501.05661 v2 · 2025-01-10 · 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{BKFWLTAFWUGXUOS7WFMJBJ6IGH}

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	2026-07-05T10:33:42.305664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a8b65cc05b50d7a3a5fb15890a7c831eff73d8c6c2c4390a4ec328b8a82cd9d

Aliases

arxiv: 2501.05661 · arxiv_version: 2501.05661v2 · doi: 10.48550/arxiv.2501.05661 · pith_short_12: BKFWLTAFWUGX · pith_short_16: BKFWLTAFWUGXUOS7 · pith_short_8: BKFWLTAF

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/BKFWLTAFWUGXUOS7WFMJBJ6IGH \
  | 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: 0a8b65cc05b50d7a3a5fb15890a7c831eff73d8c6c2c4390a4ec328b8a82cd9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "944859acf8a6ce8b90ee3e18ada4dd6f65a4c2318ab03656788af58f9d462335",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-10T02:25:39Z",
    "title_canon_sha256": "32be6dc827356013d5e9418c87def6ff86286dd228903f5a31fc0f0c0c4f2d3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05661",
    "kind": "arxiv",
    "version": 2
  }
}