Pith Number

pith:5ZJ4UUMV

pith:2024:5ZJ4UUMVNSVDTVISJMDIBWYVRY

not attested not anchored not stored refs pending

A Comprehensive Guide to Explainable AI: From Classical Models to LLMs

Benji Peng, Bowen Jing, Chia Xin Liang, Chuanqi Jiang, Hong-Ming Tseng, Jiawei Xu, Jinlang Wang, Jintao Ren, Junhao Song, Junjie Yang, Junyu Liu, Keyu Chen, Lawrence K.Q. Yan, Ming Li, Ming Liu, Pohsun Feng, Qian Niu, Sen Zhang, Silin Chen, Tianyang Wang, Weiche Hsieh, Xinyuan Song, Xuanhe Pan, Yichao Zhang, Yizhu Wen, Yunze Wang, Ziqian Bi

arxiv:2412.00800 v2 · 2024-12-01 · cs.LG · 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{5ZJ4UUMVNSVDTVISJMDIBWYVRY}

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

2 papers in Pith

A3M: Adaptive, Adversarial and Multi-Objective Learning for Strategic Bidding in Repeated Auctions

AOI: Context-Aware Multi-Agent Operations via Dynamic Scheduling and Hierarchical Memory Compression

Receipt and verification

First computed	2026-07-05T09:45:59.405186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee53ca51956caa39d5124b0680db158e3349f0c4b724cf252ffdf4f807c01c5c

Aliases

arxiv: 2412.00800 · arxiv_version: 2412.00800v2 · doi: 10.48550/arxiv.2412.00800 · pith_short_12: 5ZJ4UUMVNSVD · pith_short_16: 5ZJ4UUMVNSVDTVIS · pith_short_8: 5ZJ4UUMV

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/5ZJ4UUMVNSVDTVISJMDIBWYVRY \
  | 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: ee53ca51956caa39d5124b0680db158e3349f0c4b724cf252ffdf4f807c01c5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c94a58d5c12f0d3ceda9b0f1719ab85a4e19315827303d17400694d43ef3cb7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-01T13:01:01Z",
    "title_canon_sha256": "301645ee651abd91f63117729bd51127ba61ccc7258ee95a02e789e6ff22fc28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00800",
    "kind": "arxiv",
    "version": 2
  }
}