Pith Number

pith:NLYI2ADK

pith:2025:NLYI2ADKFCKTSKNKVSJQNFMJVQ

not attested not anchored not stored refs pending

cMALC-D: Contextual Multi-Agent LLM-Guided Curriculum Learning with Diversity-Based Context Blending

Anirudh Satheesh, Hua Wei, Keenan Powell

arxiv:2508.20818 v1 · 2025-08-28 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NLYI2ADKFCKTSKNKVSJQNFMJVQ}

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	2026-07-05T12:01:11.600249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6af08d006a28953929aaac93069589ac2df43d4fedc6cbe6ce2abaab34d3a0b5

Aliases

arxiv: 2508.20818 · arxiv_version: 2508.20818v1 · doi: 10.48550/arxiv.2508.20818 · pith_short_12: NLYI2ADKFCKT · pith_short_16: NLYI2ADKFCKTSKNK · pith_short_8: NLYI2ADK

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/NLYI2ADKFCKTSKNKVSJQNFMJVQ \
  | 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: 6af08d006a28953929aaac93069589ac2df43d4fedc6cbe6ce2abaab34d3a0b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29100d2bd7dbb4250e1ed458ca1ef82a4e8330cc050cdd44611baa6556ecf9cb",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-28T14:16:17Z",
    "title_canon_sha256": "f3cc2e52a2066cdbfd983392a564f1c6868a1adc93b193debb80fc6690befca9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.20818",
    "kind": "arxiv",
    "version": 1
  }
}