Pith Number

pith:AEAK4QPN

pith:2015:AEAK4QPNEXWQBERJYKID2UTFVW

not attested not anchored not stored refs pending

Beating the Perils of Non-Convexity: Guaranteed Training of Neural Networks using Tensor Methods

Anima Anandkumar, Hanie Sedghi, Majid Janzamin

arxiv:1506.08473 v3 · 2015-06-28 · cs.LG · cs.NE · stat.ML

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\usepackage{pith}
\pithnumber{AEAK4QPNEXWQBERJYKID2UTFVW}

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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

6 papers in Pith

Robust and Resource Efficient Identification of Two Hidden Layer Neural Networks

Synchronous and Asynchronous Parallelism Approaches for Generalized Canonical Polyadic Tensor Decomposition with GenTen

Equivalence of Coarse and Fine-Grained Models for Learning with Distribution Shift

Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Tensor-based Multi-layer Decoupling

Receipt and verification

First computed	2026-05-18T01:23:03.811390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0100ae41ed25ed009229c2903d5265adb1a806a737e3dedb42d914abede87e46

Aliases

arxiv: 1506.08473 · arxiv_version: 1506.08473v3 · doi: 10.48550/arxiv.1506.08473 · pith_short_12: AEAK4QPNEXWQ · pith_short_16: AEAK4QPNEXWQBERJ · pith_short_8: AEAK4QPN

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/AEAK4QPNEXWQBERJYKID2UTFVW \
  | 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: 0100ae41ed25ed009229c2903d5265adb1a806a737e3dedb42d914abede87e46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdbf0c10fc461acfb20e23d96d7a451be72c849ade62c3eabd3e8acf81c1c67b",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-06-28T23:19:49Z",
    "title_canon_sha256": "030efa5187853fe6d86e366df27387612541ee3d7a7042c8101432b1f4dc1200"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1506.08473",
    "kind": "arxiv",
    "version": 3
  }
}