Pith Number

pith:S4TM5VZD

pith:2025:S4TM5VZDT7HOCFKKSVEHOMBZ74

not attested not anchored not stored refs pending

Adaptive Orchestration for Large-Scale Inference on Heterogeneous Accelerator Systems Balancing Cost, Performance, and Resilience

Imry Kissos, Yahav Biran

arxiv:2503.20074 v2 · 2025-03-25 · cs.PF · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{S4TM5VZDT7HOCFKKSVEHOMBZ74}

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

Meta-Learning for Speeding Up Large Model Inference in Decentralized Environments

Receipt and verification

First computed	2026-07-05T10:40:18.940709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9726ced7239fcee1154a9548773039ff2ac8a882200f29a8bc8a3e88441de3b4

Aliases

arxiv: 2503.20074 · arxiv_version: 2503.20074v2 · doi: 10.48550/arxiv.2503.20074 · pith_short_12: S4TM5VZDT7HO · pith_short_16: S4TM5VZDT7HOCFKK · pith_short_8: S4TM5VZD

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/S4TM5VZDT7HOCFKKSVEHOMBZ74 \
  | 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: 9726ced7239fcee1154a9548773039ff2ac8a882200f29a8bc8a3e88441de3b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99530a8cce1ca793128a274c2844c91c63c84e55ee8ce7e3f4cc3fd0b592ea79",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.PF",
    "submitted_at": "2025-03-25T21:20:11Z",
    "title_canon_sha256": "45d2ade8785927c3ed5bdced737ec5ba7286e380431bf2f4560e363f5e3a4d1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.20074",
    "kind": "arxiv",
    "version": 2
  }
}