Pith Number

pith:PW23S6W5

pith:2025:PW23S6W5YJWIWSUFH77ZLT4C2J

not attested not anchored not stored refs pending

DILEMMA: Joint LLM Quantization and Distributed LLM Inference Over Edge Computing Systems

Hana Khamfroush, Minoo Hosseinzadeh

arxiv:2503.01704 v1 · 2025-03-03 · 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{PW23S6W5YJWIWSUFH77ZLT4C2J}

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

1 paper in Pith

MORES: Mobile Reasoning-as-a-Service via Distributed LLM Inference-Time Scaling

Receipt and verification

First computed	2026-07-05T10:23:12.878089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7db5b97addc26c8b4a853fff95cf82d278f7cafc69014dafa8a8fd03a563ba18

Aliases

arxiv: 2503.01704 · arxiv_version: 2503.01704v1 · doi: 10.48550/arxiv.2503.01704 · pith_short_12: PW23S6W5YJWI · pith_short_16: PW23S6W5YJWIWSUF · pith_short_8: PW23S6W5

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/PW23S6W5YJWIWSUFH77ZLT4C2J \
  | 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: 7db5b97addc26c8b4a853fff95cf82d278f7cafc69014dafa8a8fd03a563ba18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6bf2e4ac0580619187f7f3e54726313caf36fa165658c88e639e627d07b09821",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-03T16:16:33Z",
    "title_canon_sha256": "8e04fdd50a3db00520bd201b02e59a50f5fdf3feef5af3c6fb54dfd039fcf250"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01704",
    "kind": "arxiv",
    "version": 1
  }
}