Pith Number

pith:OTAJLRKW

pith:2025:OTAJLRKWGWPABL6SIZK3MQKK3V

not attested not anchored not stored refs pending

ASTRA: Communication-Efficient Acceleration for Multi-Device Transformer Inference

Deepak Ganesan, Hui Guan, Lijun Zhang, Xiao Liu

arxiv:2505.19342 v2 · 2025-05-25 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{OTAJLRKWGWPABL6SIZK3MQKK3V}

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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

1 paper in Pith

Going Beyond the Edge: Distributed Inference of Transformer Models on Ultra-Low-Power Wireless Devices

Receipt and verification

First computed	2026-05-28T01:04:28.301381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74c095c556359e00afd24655b6414add74a8e59fa8691ee43cd2ebc82e9ffa52

Aliases

arxiv: 2505.19342 · arxiv_version: 2505.19342v2 · doi: 10.48550/arxiv.2505.19342 · pith_short_12: OTAJLRKWGWPA · pith_short_16: OTAJLRKWGWPABL6S · pith_short_8: OTAJLRKW

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/OTAJLRKWGWPABL6SIZK3MQKK3V \
  | 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: 74c095c556359e00afd24655b6414add74a8e59fa8691ee43cd2ebc82e9ffa52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "665ffff21f65346ad1fa276b5bf59d88febc7a2fe278dcfd60d08e7dc6c68650",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-25T22:16:59Z",
    "title_canon_sha256": "c854ac4c837e8b001a185a257248b9dd7fcc3a4117aed362d098c52304de2996"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19342",
    "kind": "arxiv",
    "version": 2
  }
}