{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2023:LP5HKHUVIG5MZ3VOABNLEEXAXX","short_pith_number":"pith:LP5HKHUV","schema_version":"1.0","canonical_sha256":"5bfa751e9541bacceeae005ab212e0bded31e733da0416828ff7d8e9b28297fc","source":{"kind":"arxiv","id":"2302.01520","version":1},"attestation_state":"computed","paper":{"title":"Multiple Thinking Achieving Meta-Ability Decoupling for Object Navigation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.RO","authors_text":"Chengju Liu, Liuyi Wang, Lu Chen, Qijun Chen, Ronghao Dang, Zongtao He","submitted_at":"2023-02-03T03:29:41Z","abstract_excerpt":"We propose a meta-ability decoupling (MAD) paradigm, which brings together various object navigation methods in an architecture system, allowing them to mutually enhance each other and evolve together. Based on the MAD paradigm, we design a multiple thinking (MT) model that leverages distinct thinking to abstract various meta-abilities. Our method decouples meta-abilities from three aspects: input, encoding, and reward while employing the multiple thinking collaboration (MTC) module to promote mutual cooperation between thinking. MAD introduces a novel qualitative and quantitative interpretabi"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2302.01520","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.RO","submitted_at":"2023-02-03T03:29:41Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"ba9c977bdf5b884341df2776aa36384be58553a9965724c22b3b3d062c82f617","abstract_canon_sha256":"d6af0a073893de1eda2cc4b511da7648c0a84e26b33a82b724387c80047da329"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:38:33.199203Z","signature_b64":"RoIWeE2CCVNkT5R9GrSJH+VPxe8LECHU7ybGkoLHGdlmbdyVYRD/XKen4tXVzQhrdZhOuqqp1KYq59aoHpf9Dg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5bfa751e9541bacceeae005ab212e0bded31e733da0416828ff7d8e9b28297fc","last_reissued_at":"2026-07-05T05:38:33.198861Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:38:33.198861Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Multiple Thinking Achieving Meta-Ability Decoupling for Object Navigation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.RO","authors_text":"Chengju Liu, Liuyi Wang, Lu Chen, Qijun Chen, Ronghao Dang, Zongtao He","submitted_at":"2023-02-03T03:29:41Z","abstract_excerpt":"We propose a meta-ability decoupling (MAD) paradigm, which brings together various object navigation methods in an architecture system, allowing them to mutually enhance each other and evolve together. Based on the MAD paradigm, we design a multiple thinking (MT) model that leverages distinct thinking to abstract various meta-abilities. Our method decouples meta-abilities from three aspects: input, encoding, and reward while employing the multiple thinking collaboration (MTC) module to promote mutual cooperation between thinking. MAD introduces a novel qualitative and quantitative interpretabi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.01520","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2302.01520/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2302.01520","created_at":"2026-07-05T05:38:33.198918+00:00"},{"alias_kind":"arxiv_version","alias_value":"2302.01520v1","created_at":"2026-07-05T05:38:33.198918+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.01520","created_at":"2026-07-05T05:38:33.198918+00:00"},{"alias_kind":"pith_short_12","alias_value":"LP5HKHUVIG5M","created_at":"2026-07-05T05:38:33.198918+00:00"},{"alias_kind":"pith_short_16","alias_value":"LP5HKHUVIG5MZ3VO","created_at":"2026-07-05T05:38:33.198918+00:00"},{"alias_kind":"pith_short_8","alias_value":"LP5HKHUV","created_at":"2026-07-05T05:38:33.198918+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/LP5HKHUVIG5MZ3VOABNLEEXAXX","json":"https://pith.science/pith/LP5HKHUVIG5MZ3VOABNLEEXAXX.json","graph_json":"https://pith.science/api/pith-number/LP5HKHUVIG5MZ3VOABNLEEXAXX/graph.json","events_json":"https://pith.science/api/pith-number/LP5HKHUVIG5MZ3VOABNLEEXAXX/events.json","paper":"https://pith.science/paper/LP5HKHUV"},"agent_actions":{"view_html":"https://pith.science/pith/LP5HKHUVIG5MZ3VOABNLEEXAXX","download_json":"https://pith.science/pith/LP5HKHUVIG5MZ3VOABNLEEXAXX.json","view_paper":"https://pith.science/paper/LP5HKHUV","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2302.01520&json=true","fetch_graph":"https://pith.science/api/pith-number/LP5HKHUVIG5MZ3VOABNLEEXAXX/graph.json","fetch_events":"https://pith.science/api/pith-number/LP5HKHUVIG5MZ3VOABNLEEXAXX/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/LP5HKHUVIG5MZ3VOABNLEEXAXX/action/timestamp_anchor","attest_storage":"https://pith.science/pith/LP5HKHUVIG5MZ3VOABNLEEXAXX/action/storage_attestation","attest_author":"https://pith.science/pith/LP5HKHUVIG5MZ3VOABNLEEXAXX/action/author_attestation","sign_citation":"https://pith.science/pith/LP5HKHUVIG5MZ3VOABNLEEXAXX/action/citation_signature","submit_replication":"https://pith.science/pith/LP5HKHUVIG5MZ3VOABNLEEXAXX/action/replication_record"}},"created_at":"2026-07-05T05:38:33.198918+00:00","updated_at":"2026-07-05T05:38:33.198918+00:00"}