Pith Number

pith:3SWVY2ZA

pith:2023:3SWVY2ZAVLHJNBSWPNGJ32ZI7Z

not attested not anchored not stored refs pending

Adam Accumulation to Reduce Memory Footprints of both Activations and Gradients for Large-scale DNN Training

Fan Yang, Guohao Dai, Ningyi Xu, Shijie Cao, Ting Cao, Yibo Han, Yijia Zhang, Youshan Miao

arxiv:2305.19982 v1 · 2023-05-31 · cs.LG · 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{3SWVY2ZAVLHJNBSWPNGJ32ZI7Z}

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	2026-07-05T06:16:05.601751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcad5c6b20aace9686567b4c9deb28fe4a9b3345931bc9642c897b4478b52db6

Aliases

arxiv: 2305.19982 · arxiv_version: 2305.19982v1 · doi: 10.48550/arxiv.2305.19982 · pith_short_12: 3SWVY2ZAVLHJ · pith_short_16: 3SWVY2ZAVLHJNBSW · pith_short_8: 3SWVY2ZA

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/3SWVY2ZAVLHJNBSWPNGJ32ZI7Z \
  | 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: dcad5c6b20aace9686567b4c9deb28fe4a9b3345931bc9642c897b4478b52db6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdc465bd8b8ab8b3bc77d81cccf48e3b225bdafec2502bae8fe0ba833176d43e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-31T16:06:50Z",
    "title_canon_sha256": "86cee1137c821d540b3f2bd2cb1d8c3e91fe4e77b4a6f36c21a3b80baff0545c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.19982",
    "kind": "arxiv",
    "version": 1
  }
}