Pith Number

pith:YFPQHGYC

pith:2024:YFPQHGYCYISOLUG6DNDBTY7OUM

not attested not anchored not stored refs pending

Non-Stationary Learning of Neural Networks with Automatic Soft Parameter Reset

Alexandre Galashov, Andr\'as Gy\"orgy, Clare Lyle, Maneesh Sahani, Michalis K. Titsias, Razvan Pascanu, Yee Whye Teh

arxiv:2411.04034 v1 · 2024-11-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YFPQHGYCYISOLUG6DNDBTY7OUM}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

Is Exploration or Optimization the Problem for Deep Reinforcement Learning?

Receipt and verification

First computed	2026-07-05T09:32:50.365121Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c15f039b02c224e5d0de1b4619e3eea33d25b8f0dd393da490d856b31b3ae44e

Aliases

arxiv: 2411.04034 · arxiv_version: 2411.04034v1 · doi: 10.48550/arxiv.2411.04034 · pith_short_12: YFPQHGYCYISO · pith_short_16: YFPQHGYCYISOLUG6 · pith_short_8: YFPQHGYC

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/YFPQHGYCYISOLUG6DNDBTY7OUM \
  | 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: c15f039b02c224e5d0de1b4619e3eea33d25b8f0dd393da490d856b31b3ae44e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee2f74ab0f725ceae1db79d453c5c79d00a75379f1c8e96bbb90f0301b85692f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-06T16:32:40Z",
    "title_canon_sha256": "26a56bfe0a1471c1c75d73c24be30d23a29b84e286b2aad54c8e46877c9f7540"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04034",
    "kind": "arxiv",
    "version": 1
  }
}