Pith Number

pith:6BINZHFZ

pith:2025:6BINZHFZAHM47LSIJUD2MNI52T

not attested not anchored not stored refs pending

Towards Efficient Online Tuning of VLM Agents via Counterfactual Soft Reinforcement Learning

Bo An, Fei Huang, Haiyang Xu, Lang Feng, Longtao Zheng, Ming Yan, Weihao Tan, Zhiyi Lyu

arxiv:2505.03792 v2 · 2025-05-01 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6BINZHFZAHM47LSIJUD2MNI52T}

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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

4 papers in Pith

When Denser Credit Is Not Enough: Evidence-Calibrated Policy Optimization for Long-Horizon LLM Agent Training

SIRI: Self-Internalizing Reinforcement Learning with Intrinsic Skills for LLM Agent Training

StraTA: Incentivizing Agentic Reinforcement Learning with Strategic Trajectory Abstraction

Odysseus: Scaling VLMs to 100+ Turn Decision-Making in Games via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:14:59.136699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f050dc9cb901d9cfae484d07a6351dd4eaf7f068d0588f48022722c6d1eb56cf

Aliases

arxiv: 2505.03792 · arxiv_version: 2505.03792v2 · doi: 10.48550/arxiv.2505.03792 · pith_short_12: 6BINZHFZAHM4 · pith_short_16: 6BINZHFZAHM47LSI · pith_short_8: 6BINZHFZ

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/6BINZHFZAHM47LSIJUD2MNI52T \
  | 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: f050dc9cb901d9cfae484d07a6351dd4eaf7f068d0588f48022722c6d1eb56cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49fd385b0673db63b9323c20ba7f1bbfb783b499b6ffc22c4c77972220f0cc23",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-01T14:17:53Z",
    "title_canon_sha256": "9e68c6a3e2f7a50338609f13949977c99fcef2cb3b2658b926aabf70165b7f80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03792",
    "kind": "arxiv",
    "version": 2
  }
}