Pith Number

pith:J34VM3Y3

pith:2025:J34VM3Y3NZVFTJN6T4WXDVVORN

not attested not anchored not stored refs pending

T-TAMER: Provably Taming Trade-offs in ML Serving

Haifeng Xu, Jamie Morgenstern, Ruimin Zhang, Yuanyuan Yang

arxiv:2509.22992 v2 · 2025-09-26 · cs.LG · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J34VM3Y3NZVFTJN6T4WXDVVORN}

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	2026-08-04T01:57:55.129492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ef9566f1b6e6a59a5be9f2d71d6ae8b7be0202fa28657b2be1e7e5d75c93de9

Aliases

arxiv: 2509.22992 · arxiv_version: 2509.22992v2 · doi: 10.48550/arxiv.2509.22992 · pith_short_12: J34VM3Y3NZVF · pith_short_16: J34VM3Y3NZVFTJN6 · pith_short_8: J34VM3Y3

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/J34VM3Y3NZVFTJN6T4WXDVVORN \
  | 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: 4ef9566f1b6e6a59a5be9f2d71d6ae8b7be0202fa28657b2be1e7e5d75c93de9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94020e70ddb496a7f47779229e5be15a4864378c7ae64a81dabf97c5d76521bb",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-26T23:08:03Z",
    "title_canon_sha256": "0a4ff88a2bf2923f41d0f5bd25bfc6c742160478c80807bb2e66c040d2abea5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.22992",
    "kind": "arxiv",
    "version": 2
  }
}