Pith Number

pith:IDZ5RXBF

pith:2026:IDZ5RXBFTWM6OEHLG2ZZ4D6YLU

not attested not anchored not stored refs pending

IACM-RL: Intent-Aware Context Management and Reinforcement Learning for Complex Tool Invocation under Dynamic Intent Fluctuations

Chengjun Pan, Chenhao Huang, Dingwei Zhu, Honglin Guo, Jiahang Lin, Jiahan Li, Jiazheng Zhang, Junjie Ye, Junlin Shang, Ming Zhang, Qi Zhang, Shichun Liu, Shihan Dou, Tao Gui, Xin Guo, Xipeng Qiu, Xuanjing Huang, Yajie Yang, Yuhui Wang, Yunbin Zhao, Yunke Zhang, Yunxian Yang, Zhiheng Xi, Zhonghang Lu, Zhuohui Sheng

arxiv:2608.02110 v1 · 2026-08-03 · cs.CL · 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{IDZ5RXBFTWM6OEHLG2ZZ4D6YLU}

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	2026-08-04T02:10:52.744459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40f3d8dc259d99e710eb36b39e0fd85d0104e4a2a1c4169176293b60fcb99771

Aliases

arxiv: 2608.02110 · arxiv_version: 2608.02110v1 · doi: 10.48550/arxiv.2608.02110 · pith_short_12: IDZ5RXBFTWM6 · pith_short_16: IDZ5RXBFTWM6OEHL · pith_short_8: IDZ5RXBF

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/IDZ5RXBFTWM6OEHLG2ZZ4D6YLU \
  | 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: 40f3d8dc259d99e710eb36b39e0fd85d0104e4a2a1c4169176293b60fcb99771

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "324f07d8aac039fe0c7961e0ed15aba4c416da14be7844cf25c74d7ea6012c52",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-08-03T12:09:50Z",
    "title_canon_sha256": "296541fd01660c4d2100d9a8a7694b3d8c6cf993ef74c4566ad3312edb36caca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.02110",
    "kind": "arxiv",
    "version": 1
  }
}