Pith Number

pith:UVZI3KTG

pith:2019:UVZI3KTGBVLBCM4R4T22XYGJ2K

not attested not anchored not stored refs pending

Augmenting Self-attention with Persistent Memory

Armand Joulin, Edouard Grave, Guillaume Lample, Herve Jegou, Sainbayar Sukhbaatar

arxiv:1907.01470 v1 · 2019-07-02 · cs.LG · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UVZI3KTGBVLBCM4R4T22XYGJ2K}

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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

4 papers in Pith

Deep sequence models tend to memorize geometrically; it is unclear why

Titans: Learning to Memorize at Test Time

Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

TIDE: Every Layer Knows the Token Beneath the Context

Receipt and verification

First computed	2026-05-17T23:41:40.304632Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5728daa660d56113391e4f5abe0c9d29bdf83cf54b5c4dbc521941d12e00d58

Aliases

arxiv: 1907.01470 · arxiv_version: 1907.01470v1 · doi: 10.48550/arxiv.1907.01470 · pith_short_12: UVZI3KTGBVLB · pith_short_16: UVZI3KTGBVLBCM4R · pith_short_8: UVZI3KTG

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/UVZI3KTGBVLBCM4R4T22XYGJ2K \
  | 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: a5728daa660d56113391e4f5abe0c9d29bdf83cf54b5c4dbc521941d12e00d58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f05065fdda159265f1ec887e22b5ad9a8d2511d178b2ebc05b6c4fd60975858",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-02T15:56:20Z",
    "title_canon_sha256": "538be4fdef91156bcb04af95c16803d3b93b212d5a6b709473523da38ca5678d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.01470",
    "kind": "arxiv",
    "version": 1
  }
}