Pith Number

pith:PBYT4ZYU

pith:2024:PBYT4ZYUXMIDKIPBJQWDOOSK4N

not attested not anchored not stored refs pending

xLAM: A Family of Large Action Models to Empower AI Agent Systems

Akshara Prabhakar, Caiming Xiong, Eric Hu, Haolin Chen, Huan Wang, Jianguo Zhang, Juan Carlos Niebles, Juntao Tan, Ming Zhu, Ran Xu, Rithesh Murthy, Shelby Heinecke, Shirley Kokane, Silvio Savarese, Thai Hoang, Tian Lan, Tulika Awalgaonkar, Weiran Yao, Yihao Feng, Zeyuan Chen, Zhiwei Liu, Zuxin Liu

arxiv:2409.03215 v1 · 2024-09-05 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PBYT4ZYUXMIDKIPBJQWDOOSK4N}

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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

6 papers in Pith

Synthesize and Reward -- Reinforcement Learning for Multi-Step Tool Use in Live Environments

Failure Makes the Agent Stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions

Small Language Models are the Future of Agentic AI

ToolRL: Reward is All Tool Learning Needs

OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

Receipt and verification

First computed	2026-07-05T09:03:27.742007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78713e6714bb103521e14c2c373a4ae375ce7b3298bb351da4f5d7540b58a6ce

Aliases

arxiv: 2409.03215 · arxiv_version: 2409.03215v1 · doi: 10.48550/arxiv.2409.03215 · pith_short_12: PBYT4ZYUXMID · pith_short_16: PBYT4ZYUXMIDKIPB · pith_short_8: PBYT4ZYU

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/PBYT4ZYUXMIDKIPBJQWDOOSK4N \
  | 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: 78713e6714bb103521e14c2c373a4ae375ce7b3298bb351da4f5d7540b58a6ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "915156b5b28bdf2fe112f58189dab4ba0aaa345221466ac03b55bfa99d866691",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-05T03:22:22Z",
    "title_canon_sha256": "f57a1da2739ab7ac22d27ca2ca0fe9e4ae99ae144136b104ef251e223ebf4040"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.03215",
    "kind": "arxiv",
    "version": 1
  }
}