Pith Number

pith:BR7SUF4P

pith:2024:BR7SUF4PFWJZDKOACL4GLYT6WS

not attested not anchored not stored refs pending

Composite Learning Units: Generalized Learning Beyond Parameter Updates to Transform LLMs into Adaptive Reasoners

Oktay Goktas, Santosh Kumar Radha

arxiv:2410.08037 v1 · 2024-10-09 · cs.LG · cs.AI · cs.CL · 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{BR7SUF4PFWJZDKOACL4GLYT6WS}

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

Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures

Receipt and verification

First computed	2026-07-05T09:18:47.701560Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c7f2a178f2d9391a9c012f865e27eb4a463d15884f611af3082baee9a252d10

Aliases

arxiv: 2410.08037 · arxiv_version: 2410.08037v1 · doi: 10.48550/arxiv.2410.08037 · pith_short_12: BR7SUF4PFWJZ · pith_short_16: BR7SUF4PFWJZDKOA · pith_short_8: BR7SUF4P

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/BR7SUF4PFWJZDKOACL4GLYT6WS \
  | 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: 0c7f2a178f2d9391a9c012f865e27eb4a463d15884f611af3082baee9a252d10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94e56d3542adb4724692703ca37dca7fc6d7b949633869fc2f880563afec82ad",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-09T02:27:58Z",
    "title_canon_sha256": "e6ff1a427f00d9fbad081e9332a08a9e117baef2920922b2a92844e666cc0313"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08037",
    "kind": "arxiv",
    "version": 1
  }
}