{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:D7USVUNQ3DSIZHNQY62SG73PYN","short_pith_number":"pith:D7USVUNQ","canonical_record":{"source":{"id":"2412.00722","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-01T08:10:04Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"dfd2ae96eef61b08ebcebb91b6e9c5dc2f6165e2ac8ba4383bc204dc65e6575c","abstract_canon_sha256":"9d8791743e498bf63f9c93856aee60c9b9beaa7b1b15e077935ab3c9f76260be"},"schema_version":"1.0"},"canonical_sha256":"1fe92ad1b0d8e48c9db0c7b5237f6fc35e98eb56b4a1b66ab5eb4e25ac59ec54","source":{"kind":"arxiv","id":"2412.00722","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.00722","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"arxiv_version","alias_value":"2412.00722v1","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.00722","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"pith_short_12","alias_value":"D7USVUNQ3DSI","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"pith_short_16","alias_value":"D7USVUNQ3DSIZHNQ","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"pith_short_8","alias_value":"D7USVUNQ","created_at":"2026-07-05T09:42:46Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:D7USVUNQ3DSIZHNQY62SG73PYN","target":"record","payload":{"canonical_record":{"source":{"id":"2412.00722","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-01T08:10:04Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"dfd2ae96eef61b08ebcebb91b6e9c5dc2f6165e2ac8ba4383bc204dc65e6575c","abstract_canon_sha256":"9d8791743e498bf63f9c93856aee60c9b9beaa7b1b15e077935ab3c9f76260be"},"schema_version":"1.0"},"canonical_sha256":"1fe92ad1b0d8e48c9db0c7b5237f6fc35e98eb56b4a1b66ab5eb4e25ac59ec54","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:42:46.160973Z","signature_b64":"J3bBWkHOZRhcRvoHTKtABaKUZ4LrpqUkPb20noGy88nM9b0ylgNGKeEhXlilQXB85LdkPVfpkhJyfV4lHjDUAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1fe92ad1b0d8e48c9db0c7b5237f6fc35e98eb56b4a1b66ab5eb4e25ac59ec54","last_reissued_at":"2026-07-05T09:42:46.160361Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:42:46.160361Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.00722","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:42:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tdWukGVDde/bmRuG6tIZro4kYRA26GTNfxhfD8zyGvdpCpSIcjBdZyHK3WprciUz6jD6AHQEM4tNFn7D1gcHAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T16:51:14.341681Z"},"content_sha256":"6f20adff6216c1807cb95fa6714412969f63a70a1f76b10755016ccec18add04","schema_version":"1.0","event_id":"sha256:6f20adff6216c1807cb95fa6714412969f63a70a1f76b10755016ccec18add04"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:D7USVUNQ3DSIZHNQY62SG73PYN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards Adaptive Mechanism Activation in Language Agent","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CL","authors_text":"Jun Zhao, Kang Liu, Ziyang Huang","submitted_at":"2024-12-01T08:10:04Z","abstract_excerpt":"Language Agent could be endowed with different mechanisms for autonomous task accomplishment. Current agents typically rely on fixed mechanisms or a set of mechanisms activated in a predefined order, limiting their adaptation to varied potential task solution structures. To this end, this paper proposes \\textbf{A}daptive \\textbf{L}anguage \\textbf{A}gent \\textbf{M}echanism \\textbf{A}ctivation Learning with Self-Exploration (\\textbf{ALAMA}), which focuses on optimizing mechanism activation adaptability without reliance on expert models. Initially, it builds a harmonized agent framework (\\textbf{"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.00722","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/2412.00722/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:42:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"p3FDPtnKUgE2wEXYn20cZP2mrILm7HI3Zr5YnEnKv0Bw7dIt63UXbYnHwd/mnP/vRQ2xwn6xU8XqbPwcSFpJBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T16:51:14.352302Z"},"content_sha256":"d17d7016ad3eff7ea5b7d3a88a57051dfc5018b87267f68477677a7720581670","schema_version":"1.0","event_id":"sha256:d17d7016ad3eff7ea5b7d3a88a57051dfc5018b87267f68477677a7720581670"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/D7USVUNQ3DSIZHNQY62SG73PYN/bundle.json","state_url":"https://pith.science/pith/D7USVUNQ3DSIZHNQY62SG73PYN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/D7USVUNQ3DSIZHNQY62SG73PYN/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-12T16:51:14Z","links":{"resolver":"https://pith.science/pith/D7USVUNQ3DSIZHNQY62SG73PYN","bundle":"https://pith.science/pith/D7USVUNQ3DSIZHNQY62SG73PYN/bundle.json","state":"https://pith.science/pith/D7USVUNQ3DSIZHNQY62SG73PYN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/D7USVUNQ3DSIZHNQY62SG73PYN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:D7USVUNQ3DSIZHNQY62SG73PYN","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"9d8791743e498bf63f9c93856aee60c9b9beaa7b1b15e077935ab3c9f76260be","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-01T08:10:04Z","title_canon_sha256":"dfd2ae96eef61b08ebcebb91b6e9c5dc2f6165e2ac8ba4383bc204dc65e6575c"},"schema_version":"1.0","source":{"id":"2412.00722","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.00722","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"arxiv_version","alias_value":"2412.00722v1","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.00722","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"pith_short_12","alias_value":"D7USVUNQ3DSI","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"pith_short_16","alias_value":"D7USVUNQ3DSIZHNQ","created_at":"2026-07-05T09:42:46Z"},{"alias_kind":"pith_short_8","alias_value":"D7USVUNQ","created_at":"2026-07-05T09:42:46Z"}],"graph_snapshots":[{"event_id":"sha256:d17d7016ad3eff7ea5b7d3a88a57051dfc5018b87267f68477677a7720581670","target":"graph","created_at":"2026-07-05T09:42:46Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2412.00722/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Language Agent could be endowed with different mechanisms for autonomous task accomplishment. Current agents typically rely on fixed mechanisms or a set of mechanisms activated in a predefined order, limiting their adaptation to varied potential task solution structures. To this end, this paper proposes \\textbf{A}daptive \\textbf{L}anguage \\textbf{A}gent \\textbf{M}echanism \\textbf{A}ctivation Learning with Self-Exploration (\\textbf{ALAMA}), which focuses on optimizing mechanism activation adaptability without reliance on expert models. Initially, it builds a harmonized agent framework (\\textbf{","authors_text":"Jun Zhao, Kang Liu, Ziyang Huang","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-01T08:10:04Z","title":"Towards Adaptive Mechanism Activation in Language Agent"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.00722","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:6f20adff6216c1807cb95fa6714412969f63a70a1f76b10755016ccec18add04","target":"record","created_at":"2026-07-05T09:42:46Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"9d8791743e498bf63f9c93856aee60c9b9beaa7b1b15e077935ab3c9f76260be","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-12-01T08:10:04Z","title_canon_sha256":"dfd2ae96eef61b08ebcebb91b6e9c5dc2f6165e2ac8ba4383bc204dc65e6575c"},"schema_version":"1.0","source":{"id":"2412.00722","kind":"arxiv","version":1}},"canonical_sha256":"1fe92ad1b0d8e48c9db0c7b5237f6fc35e98eb56b4a1b66ab5eb4e25ac59ec54","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1fe92ad1b0d8e48c9db0c7b5237f6fc35e98eb56b4a1b66ab5eb4e25ac59ec54","first_computed_at":"2026-07-05T09:42:46.160361Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:42:46.160361Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"J3bBWkHOZRhcRvoHTKtABaKUZ4LrpqUkPb20noGy88nM9b0ylgNGKeEhXlilQXB85LdkPVfpkhJyfV4lHjDUAA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:42:46.160973Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.00722","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6f20adff6216c1807cb95fa6714412969f63a70a1f76b10755016ccec18add04","sha256:d17d7016ad3eff7ea5b7d3a88a57051dfc5018b87267f68477677a7720581670"],"state_sha256":"708933f4cd0a63d877570f273498bb4db5b66e4ec79d83977cd87b7775b09c38"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sQAsjJtorhsclqbgI0XrIYyYBmX1KfPS6q4lxXFOSyib9KcZYPZA6QGrSdT6CSzwAeApC/LQ4QPCH3jg7ZtTBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-12T16:51:14.423026Z","bundle_sha256":"579202faaf3310f213b727ea865dd29e13e34505d1e6b06125d6e97bf75f69a1"}}