Pith Number

pith:IRHOU7PL

pith:2024:IRHOU7PLWNS7O3V74IIQRQCHIN

not attested not anchored not stored refs pending

Adaptive teachers for amortized samplers

Emmanuel Bengio, Jarrid Rector-Brooks, Jinkyoo Park, Leo Feng, Minsu Kim, Nikolay Malkin, Sanghyeok Choi, Sungsoo Ahn, Taeyoung Yun, Yoshua Bengio

arxiv:2410.01432 v2 · 2024-10-02 · 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{IRHOU7PLWNS7O3V74IIQRQCHIN}

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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

1 paper in Pith

Towards Adaptive External Communication in Autonomous Vehicles: A Conceptual Design Framework

Receipt and verification

First computed	2026-07-05T10:48:19.775472Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

444eea7debb365f76ebfe21108c047437bcf5c875c5347c16f051282671f3290

Aliases

arxiv: 2410.01432 · arxiv_version: 2410.01432v2 · doi: 10.48550/arxiv.2410.01432 · pith_short_12: IRHOU7PLWNS7 · pith_short_16: IRHOU7PLWNS7O3V7 · pith_short_8: IRHOU7PL

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/IRHOU7PLWNS7O3V74IIQRQCHIN \
  | 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: 444eea7debb365f76ebfe21108c047437bcf5c875c5347c16f051282671f3290

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ee4feb36ac3fc8b9cbcef629fdcc2760f7f40702e7533cea804802e45082256",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T11:33:13Z",
    "title_canon_sha256": "8af13bfa8922235a9c9af133425c45469f40de48255bee84aaae5974a90df92e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01432",
    "kind": "arxiv",
    "version": 2
  }
}