Pith Number

pith:2J2TKSQZ

pith:2025:2J2TKSQZNMVLGZCNIO5MGDA4OG

not attested not anchored not stored refs pending

Mitigating mode collapse in normalizing flows by annealing with an adaptive schedule: Application to parameter estimation

Aaron R. Dinner, Chris Chi, Yihang Wang

arxiv:2505.03652 v1 · 2025-05-06 · cs.LG · physics.comp-ph · physics.data-an · q-bio.QM · 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{2J2TKSQZNMVLGZCNIO5MGDA4OG}

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

Jeffreys Flow: Robust Boltzmann Generators for Rare Event Sampling via Parallel Tempering Distillation

Receipt and verification

First computed	2026-07-05T10:59:20.004796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d275354a196b2ab3644d43bac30c1c7181fab2a2fd08c4c6a5b5330b9ac076c1

Aliases

arxiv: 2505.03652 · arxiv_version: 2505.03652v1 · doi: 10.48550/arxiv.2505.03652 · pith_short_12: 2J2TKSQZNMVL · pith_short_16: 2J2TKSQZNMVLGZCN · pith_short_8: 2J2TKSQZ

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/2J2TKSQZNMVLGZCNIO5MGDA4OG \
  | 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: d275354a196b2ab3644d43bac30c1c7181fab2a2fd08c4c6a5b5330b9ac076c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aceaec2bcb2dde9684fa9e7c677945c4972cad198d4dc9829cfd142a36ba746b",
    "cross_cats_sorted": [
      "physics.comp-ph",
      "physics.data-an",
      "q-bio.QM",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-06T15:58:48Z",
    "title_canon_sha256": "9f9b8428d9bb6be6219340d1a590c90929dc7202a9a4e056a89dd55633f4dad7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03652",
    "kind": "arxiv",
    "version": 1
  }
}