Pith Number

pith:QB2GBCU5

pith:2025:QB2GBCU5337SRPOHGHSYGA5OJI

not attested not anchored not stored refs pending

Foundation Models for CPS-IoT: Opportunities and Challenges

Gaofeng Dong, Liying Han, Mani Srivastava, Mario Berg\'es, Ozan Baris, Paul Pu Liang, Pengrui Quan, Ruijie Wang, Tarek Abdelzaher, Tianchen Wang, Tomoyoshi Kimura, Yizhuo Chen

arxiv:2501.16368 v2 · 2025-01-22 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QB2GBCU5337SRPOHGHSYGA5OJI}

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

5 papers in Pith

FMplex: Model Virtualization for Serving Extensible Foundation Models

Dywave: Event-Aligned Dynamic Tokenization for Heterogeneous IoT Sensing Signals

ShadowNPU: System and Algorithm Co-design for NPU-Centric On-Device LLM Inference

Dywave: Event-Aligned Dynamic Tokenization for Heterogeneous IoT Sensing Signals

Digital Guardians: The Past and The Future of Cyber-Physical Resilience

Receipt and verification

First computed	2026-07-05T10:09:52.259343Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8074608a9ddeff28bdc731e58303ae4a1e61ff773653dfe060f196982a92ed1a

Aliases

arxiv: 2501.16368 · arxiv_version: 2501.16368v2 · doi: 10.48550/arxiv.2501.16368 · pith_short_12: QB2GBCU5337S · pith_short_16: QB2GBCU5337SRPOH · pith_short_8: QB2GBCU5

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/QB2GBCU5337SRPOHGHSYGA5OJI \
  | 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: 8074608a9ddeff28bdc731e58303ae4a1e61ff773653dfe060f196982a92ed1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b70bc0b62f81fdec8d6dc1337daf7ddd8b217d5360b4ffe31615f8b0876bb1b7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T18:52:41Z",
    "title_canon_sha256": "66e42efd39a56647e59f11cbf2c69bc837770033013c10edf011c220d69db5e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16368",
    "kind": "arxiv",
    "version": 2
  }
}