Pith Number

pith:Q24BGQHR

pith:2017:Q24BGQHR4DL7O5PDVNMVANN5ME

not attested not anchored not stored refs pending

Meta-Learning and Universality: Deep Representations and Gradient Descent can Approximate any Learning Algorithm

Chelsea Finn, Sergey Levine

arxiv:1710.11622 v3 · 2017-10-31 · cs.LG · cs.AI · cs.NE

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

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\usepackage{pith}
\pithnumber{Q24BGQHR4DL7O5PDVNMVANN5ME}

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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

2 papers in Pith

Meta-Learning and Meta-Reinforcement Learning -- Tracing the Path towards DeepMind's Adaptive Agent

A Meta Reinforcement Learning Approach to Goals-Based Wealth Management

Receipt and verification

First computed	2026-05-18T00:23:16.490001Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86b81340f1e0d7f775e3ab595035bd610dd1a525f29233af8e60bf62bbe9923e

Aliases

arxiv: 1710.11622 · arxiv_version: 1710.11622v3 · doi: 10.48550/arxiv.1710.11622 · pith_short_12: Q24BGQHR4DL7 · pith_short_16: Q24BGQHR4DL7O5PD · pith_short_8: Q24BGQHR

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/Q24BGQHR4DL7O5PDVNMVANN5ME \
  | 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: 86b81340f1e0d7f775e3ab595035bd610dd1a525f29233af8e60bf62bbe9923e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d6a7c6467d1fffbbc0e4d329397812de5c44eef46ecb6e486f8b2fff1905a76",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-10-31T17:55:42Z",
    "title_canon_sha256": "d8ef67b787472833901a08ddf89e43a597c6b65f024ff036ff586b5834676dd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.11622",
    "kind": "arxiv",
    "version": 3
  }
}