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Pith Number

pith:RZIJCDIE

pith:2024:RZIJCDIE5GTCYNLQIZMGA23FDW
not attested not anchored not stored refs pending

TinyLLM: A Framework for Training and Deploying Language Models at the Edge Computers

Ambuj Varshney, Pramuka Medaranga, Savitha Viswanadh Kandala

arxiv:2412.15304 v1 · 2024-12-19 · cs.LG · cs.DC · cs.ET · cs.NI

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\usepackage{pith}
\pithnumber{RZIJCDIE5GTCYNLQIZMGA23FDW}

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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

2 papers in Pith

Receipt and verification
First computed 2026-07-05T09:52:20.977269Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8e50910d04e9a62c35704658606b651d907158797f13e277673e5e356e19ca86

Aliases

arxiv: 2412.15304 · arxiv_version: 2412.15304v1 · doi: 10.48550/arxiv.2412.15304 · pith_short_12: RZIJCDIE5GTC · pith_short_16: RZIJCDIE5GTCYNLQ · pith_short_8: RZIJCDIE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RZIJCDIE5GTCYNLQIZMGA23FDW \
  | 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: 8e50910d04e9a62c35704658606b651d907158797f13e277673e5e356e19ca86
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2a3fc5fe56914453f26ce35931c87e4d9bf9f812dda704fd5d469599f1bd971a",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.ET",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-19T12:28:27Z",
    "title_canon_sha256": "76f48f1f2b1eebac706253300526cb68fa5026125ec6e651c81e2133197252d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15304",
    "kind": "arxiv",
    "version": 1
  }
}