Pith Number

pith:465NOZE3

pith:2026:465NOZE3SMBV6O3U77MJQF3SXR

not attested not anchored not stored refs pending

More Bang for the Buck: Improving the Inference of Large Language Models at a Fixed Budget using Reset and Discard (ReD)

Barak Hirshberg, Noam Levi, Sagi Meir, Shlomi Reuveni, Tommer D. Keidar

arxiv:2601.21522 v2 · 2026-01-29 · cs.LG · cond-mat.dis-nn · cs.AI · 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{465NOZE3SMBV6O3U77MJQF3SXR}

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	2026-06-09T01:05:13.346790Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7bad7649b93035f3b74ffd8981772bc6aa595ec707ae0e24901740eb76da41d

Aliases

arxiv: 2601.21522 · arxiv_version: 2601.21522v2 · doi: 10.48550/arxiv.2601.21522 · pith_short_12: 465NOZE3SMBV · pith_short_16: 465NOZE3SMBV6O3U · pith_short_8: 465NOZE3

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/465NOZE3SMBV6O3U77MJQF3SXR \
  | 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: e7bad7649b93035f3b74ffd8981772bc6aa595ec707ae0e24901740eb76da41d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e52f3244d5816c005958d5e8ea6095468285acf1fcc0002014153963d18f8006",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-29T10:37:32Z",
    "title_canon_sha256": "7d1e2890476fa610a1edb192b7afab66a548ca73360dd0f44999b11ab81c2bd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.21522",
    "kind": "arxiv",
    "version": 2
  }
}