Pith Number

pith:F5MAY4TM

pith:2026:F5MAY4TMYWASZGWKTKQAWQ3RK4

not attested not anchored not stored refs pending

Adaptive Inference Batching using Policy Gradients

Ruslan Sharifullin

arxiv:2607.05272 v1 · 2026-07-06 · cs.LG · cs.AI · cs.DC · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F5MAY4TMYWASZGWKTKQAWQ3RK4}

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	2026-07-07T03:19:21.612857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f580c726cc5812c9aca9aa00b4371572a64154003c6501e4d12161535f7a527

Aliases

arxiv: 2607.05272 · arxiv_version: 2607.05272v1 · doi: 10.48550/arxiv.2607.05272 · pith_short_12: F5MAY4TMYWAS · pith_short_16: F5MAY4TMYWASZGWK · pith_short_8: F5MAY4TM

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/F5MAY4TMYWASZGWKTKQAWQ3RK4 \
  | 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: 2f580c726cc5812c9aca9aa00b4371572a64154003c6501e4d12161535f7a527

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f872626c3a1eaad2a73855c4d51d71f771ce43fb8c116a78a2862f2e57bd09a2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-06T16:20:19Z",
    "title_canon_sha256": "99c6d7808d1531fc91a7f21f85d8637e870ed5987c6f6189e3819db67d39e0cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.05272",
    "kind": "arxiv",
    "version": 1
  }
}