Pith Number

pith:54TZC6SA

pith:2023:54TZC6SAJ2SV5N5OUS7UM4EIFM

not attested not anchored not stored refs pending

Relax: Composable Abstractions for End-to-End Dynamic Machine Learning

Bohan Hou, Hongyi Jin, Jared G. Roesch, Jiawei Liu, Junru Shao, Lesheng Jin, Prakalp Srivastava, Ruihang Lai, Siyuan Feng, Steven S. Lyubomirsky, Sunghyun Park, Tianqi Chen, Todd C. Mowry, Wuwei Lin, Yaxing Cai, Yong Wu, Yuchen Jin, Zihao Ye, Ziheng Jiang

arxiv:2311.02103 v2 · 2023-11-01 · cs.LG · cs.AI · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{54TZC6SAJ2SV5N5OUS7UM4EIFM}

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

ODMA: On-Demand Memory Allocation Strategy for LLM Serving on LPDDR-Class Accelerators

Receipt and verification

First computed	2026-07-05T10:10:38.725355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef27917a404ea55eb7aea4bf4670882b29669cedd25089fed367747c4fd8f5d7

Aliases

arxiv: 2311.02103 · arxiv_version: 2311.02103v2 · doi: 10.48550/arxiv.2311.02103 · pith_short_12: 54TZC6SAJ2SV · pith_short_16: 54TZC6SAJ2SV5N5O · pith_short_8: 54TZC6SA

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/54TZC6SAJ2SV5N5OUS7UM4EIFM \
  | 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: ef27917a404ea55eb7aea4bf4670882b29669cedd25089fed367747c4fd8f5d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f56a6ccfa6fd1bc35a62e81ad14173e845597eed27178b17711aaf3291c06e7b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-01T23:03:59Z",
    "title_canon_sha256": "fc3135336b62fc13cb27336c401017baec81c6e23bc69dd096fbc2e46415b027"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02103",
    "kind": "arxiv",
    "version": 2
  }
}