Pith Number

pith:HJW6E4YA

pith:2019:HJW6E4YADRP6F2SC5N4ACBO5O6

not attested not anchored not stored refs pending

Cyclical Annealing Schedule: A Simple Approach to Mitigating KL Vanishing

Asli Celikyilmaz, Chunyuan Li, Hao Fu, Jianfeng Gao, Lawrence Carin, XiaoDong Liu

arxiv:1903.10145 v3 · 2019-03-25 · cs.LG · cs.AI · cs.CL · cs.CV · stat.ML

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

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

3 papers in Pith

VIVALDy: A Hybrid Generative Reduced-Order Model for Turbulent Flows, Applied to Vortex-Induced Vibrations

Ensemble-Based Dirichlet Modeling for Predictive Uncertainty and Selective Classification

From Unsupervised to Guided Clustering: A Variational Implementation

Receipt and verification

First computed	2026-05-17T23:43:42.383715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a6de273001c5fe2ea42eb780105dd7782b34453323a88d800da5de4ae5ce0cc

Aliases

arxiv: 1903.10145 · arxiv_version: 1903.10145v3 · doi: 10.48550/arxiv.1903.10145 · pith_short_12: HJW6E4YADRP6 · pith_short_16: HJW6E4YADRP6F2SC · pith_short_8: HJW6E4YA

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/HJW6E4YADRP6F2SC5N4ACBO5O6 \
  | 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: 3a6de273001c5fe2ea42eb780105dd7782b34453323a88d800da5de4ae5ce0cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c9f1a0ffb0a29c9c17517574c07dce32a7a0f72f78d2cbe64ea693df4dabf71",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-25T06:28:24Z",
    "title_canon_sha256": "75eaddb0a3307e24b74f7ca1223304eeed0986af2298c645fc19fe3968e20deb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.10145",
    "kind": "arxiv",
    "version": 3
  }
}