Pith Number

pith:3GSZX4R3

pith:2019:3GSZX4R3TSBSVA3QFJUKEAF4U7

not attested not anchored not stored refs pending

Deep Equilibrium Models

J. Zico Kolter, Shaojie Bai, Vladlen Koltun

arxiv:1909.01377 v2 · 2019-09-03 · cs.LG · 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{3GSZX4R3TSBSVA3QFJUKEAF4U7}

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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

11 papers in Pith

Fixed-Point Masked Generative Modeling

Neural Parameter Calibration for Finite-State Mean Field Games

Thermodynamic Networks: Harnessing Non-Equilibrium Steady States for Computation

Robust Filter Attention: Self-Attention as Precision-Weighted State Estimation

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

Receipt and verification

First computed	2026-07-05T00:15:24.084656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9a59bf23b9c832a83702a68a200bca7f8fb00becb77ff0814426aca0aa449bd

Aliases

arxiv: 1909.01377 · arxiv_version: 1909.01377v2 · doi: 10.48550/arxiv.1909.01377 · pith_short_12: 3GSZX4R3TSBS · pith_short_16: 3GSZX4R3TSBSVA3Q · pith_short_8: 3GSZX4R3

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/3GSZX4R3TSBSVA3QFJUKEAF4U7 \
  | 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: d9a59bf23b9c832a83702a68a200bca7f8fb00becb77ff0814426aca0aa449bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ddbf9ce64bed0f66395a28b6496da62ac73c5ddbd3e93a8251e68455b71e4b3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-03T18:02:50Z",
    "title_canon_sha256": "bd1b2590c2d8b5b3109ad8039aae3b1e2a49c76957fa2e6e6c28ff1085154467"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.01377",
    "kind": "arxiv",
    "version": 2
  }
}