Pith Number

pith:EF6RYI5F

pith:2024:EF6RYI5FZMFP5AV6EJOGX6KKDD

not attested not anchored not stored refs pending

MBA-RAG: a Bandit Approach for Adaptive Retrieval-Augmented Generation through Question Complexity

Jian Li, Nan Du, Qiang Gao, Qi Li, Sihong Xie, Xiaqiang Tang

arxiv:2412.01572 v4 · 2024-12-02 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EF6RYI5FZMFP5AV6EJOGX6KKDD}

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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

Feedback-Induced Performance Decline in LLM-Based Decision-Making

Receipt and verification

First computed	2026-07-05T09:56:02.864981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

217d1c23a5cb0afe82be225c6bf94a18ea73af962d00b76b7b2a70405addf777

Aliases

arxiv: 2412.01572 · arxiv_version: 2412.01572v4 · doi: 10.48550/arxiv.2412.01572 · pith_short_12: EF6RYI5FZMFP · pith_short_16: EF6RYI5FZMFP5AV6 · pith_short_8: EF6RYI5F

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/EF6RYI5FZMFP5AV6EJOGX6KKDD \
  | 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: 217d1c23a5cb0afe82be225c6bf94a18ea73af962d00b76b7b2a70405addf777

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6210f27b1a30b2156250c50bd528023e261b7d5b9590699b4c92a3e517946c5e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-02T14:55:02Z",
    "title_canon_sha256": "ddeac5828371db9e9938cef22b2bcb66cf6fbd139d959b9e1ec5a986063382be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01572",
    "kind": "arxiv",
    "version": 4
  }
}