Pith Number

pith:VAZB2GET

pith:2020:VAZB2GETEBBUDDKOZRFLXTXD4S

not attested not anchored not stored refs pending

Addressing Some Limitations of Transformers with Feedback Memory

Angela Fan, Armand Joulin, Edouard Grave, Sainbayar Sukhbaatar, Thibaut Lavril

arxiv:2002.09402 v3 · 2020-02-21 · cs.LG · cs.CL · stat.ML

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\usepackage{pith}
\pithnumber{VAZB2GETEBBUDDKOZRFLXTXD4S}

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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

5 papers in Pith

Pretraining Recurrent Networks without Recurrence

Latent Recurrent Transformer: Architecture Exploration, Training Strategies, and Scaling Behavior

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

The Recurrent Transformer: Greater Effective Depth and Efficient Decoding

Sessa: Selective State Space Attention

Receipt and verification

First computed	2026-07-05T02:09:08.746094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8321d18932043418d4ecc4abbcee3e49c5e05ca491a0204a8b65cb411d6126e

Aliases

arxiv: 2002.09402 · arxiv_version: 2002.09402v3 · doi: 10.48550/arxiv.2002.09402 · pith_short_12: VAZB2GETEBBU · pith_short_16: VAZB2GETEBBUDDKO · pith_short_8: VAZB2GET

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/VAZB2GETEBBUDDKOZRFLXTXD4S \
  | 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: a8321d18932043418d4ecc4abbcee3e49c5e05ca491a0204a8b65cb411d6126e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88eb98b2a4780ec83cf19a72a024e5f5ffc5216fd12c7201a390f2b658b78480",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-21T16:37:57Z",
    "title_canon_sha256": "a1b4a34fce25efc929c771f31976adaabf8b7b357716830cebb8c9bc1fb7c85d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.09402",
    "kind": "arxiv",
    "version": 3
  }
}