Pith Number

pith:FMEHCPRU

pith:2025:FMEHCPRUXPTD5V2W4VVOCW6WQ6

not attested not anchored not stored refs pending

Improving Neural Network Training using Dynamic Learning Rate Schedule for PINNs and Image Classification

Ashwin A. Raikar, D. Veerababu, Prasanta K. Ghosh

arxiv:2507.21749 v1 · 2025-07-29 · cs.CE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FMEHCPRUXPTD5V2W4VVOCW6WQ6}

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.

Receipt and verification

First computed	2026-07-05T11:45:05.801829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b08713e34bbe63ed756e56ae15bd687ac31cf4e543cecc4d971af684f7ebacd

Aliases

arxiv: 2507.21749 · arxiv_version: 2507.21749v1 · doi: 10.48550/arxiv.2507.21749 · pith_short_12: FMEHCPRUXPTD · pith_short_16: FMEHCPRUXPTD5V2W · pith_short_8: FMEHCPRU

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/FMEHCPRUXPTD5V2W4VVOCW6WQ6 \
  | 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: 2b08713e34bbe63ed756e56ae15bd687ac31cf4e543cecc4d971af684f7ebacd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d70605fcf11043645fc978c58e22b6298ee56d2ad556c8dc487b3d057de8329b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2025-07-29T12:31:21Z",
    "title_canon_sha256": "b6b7339aa8ff08c1a3758377235b0676e25c6c7e7c0c276fe935eb272db62639"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21749",
    "kind": "arxiv",
    "version": 1
  }
}