Pith Number

pith:I5XJRELS

pith:2026:I5XJRELSLLMIUBOHZIVL6WA7EJ

not attested not anchored not stored refs pending

AOS: Adaptive Optimizer Switching via Training-State Signals for Faster Convergence and Better Generalization

Aatish Rana, Alok Kumar Pandey, Gopi Krishna Nedanuri, Umang Chaturvedi

arxiv:2608.01997 v1 · 2026-08-03 · 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{I5XJRELSLLMIUBOHZIVL6WA7EJ}

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	2026-08-04T02:10:27.788797Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

476e9891725ad88a05c7ca2abf581f227935a90b5d10eee3357ad722c60a5de4

Aliases

arxiv: 2608.01997 · arxiv_version: 2608.01997v1 · doi: 10.48550/arxiv.2608.01997 · pith_short_12: I5XJRELSLLMI · pith_short_16: I5XJRELSLLMIUBOH · pith_short_8: I5XJRELS

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/I5XJRELSLLMIUBOHZIVL6WA7EJ \
  | 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: 476e9891725ad88a05c7ca2abf581f227935a90b5d10eee3357ad722c60a5de4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c083c99139c3756c2b99159be39679c33d64e43d584d909135f85b418beea94a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-03T09:57:50Z",
    "title_canon_sha256": "b080d317955a1190699c5c5594f00e9bf5f7b95c4dc90550ab222cf1e2fb5156"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.01997",
    "kind": "arxiv",
    "version": 1
  }
}