Pith Number

pith:CXM4YKOD

pith:2024:CXM4YKODNS3MZAN7QKPIWWE4CX

not attested not anchored not stored refs pending

Learning to Decode Collaboratively with Multiple Language Models

Bailin Wang, David Sontag, Hunter Lang, Shannon Zejiang Shen, Yoon Kim

arxiv:2403.03870 v2 · 2024-03-06 · cs.CL · 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{CXM4YKODNS3MZAN7QKPIWWE4CX}

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.

Cited by

1 paper in Pith

AdaSwitch: Adaptive Switching between Small and Large Agents for Effective Cloud-Local Collaborative Learning

Receipt and verification

First computed	2026-07-05T08:59:26.489589Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15d9cc29c36cb6cc81bf829e8b589c15f41a7d0a2fba28832aa52dd38c836441

Aliases

arxiv: 2403.03870 · arxiv_version: 2403.03870v2 · doi: 10.48550/arxiv.2403.03870 · pith_short_12: CXM4YKODNS3M · pith_short_16: CXM4YKODNS3MZAN7 · pith_short_8: CXM4YKOD

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/CXM4YKODNS3MZAN7QKPIWWE4CX \
  | 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: 15d9cc29c36cb6cc81bf829e8b589c15f41a7d0a2fba28832aa52dd38c836441

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2822f14201ce6a383e376819e362b3b246e7c39b82b8a897af099c5a3e6364e5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-06T17:23:28Z",
    "title_canon_sha256": "8426dc542cb59d7db65863a67ae114ab84972ff7c3adcbaf38f50744e19a3d29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03870",
    "kind": "arxiv",
    "version": 2
  }
}