{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:ADX6KHXA2HHXXNUOIAZXOBYGH3","short_pith_number":"pith:ADX6KHXA","canonical_record":{"source":{"id":"2207.10553","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-21T15:51:30Z","cross_cats_sorted":["cs.AI","cs.CV","cs.MA"],"title_canon_sha256":"ce246c0b67e2ba8ecd688f221bd3e579e69d586158fa3be48db69521de7dfd61","abstract_canon_sha256":"d59f2f6941f4d94812683b064bbce2de10d98ccc470e8d98f842861332f21d10"},"schema_version":"1.0"},"canonical_sha256":"00efe51ee0d1cf7bb68e40337707063eddeecbd625e9503a01c8fbc5552397be","source":{"kind":"arxiv","id":"2207.10553","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.10553","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"arxiv_version","alias_value":"2207.10553v2","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.10553","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"pith_short_12","alias_value":"ADX6KHXA2HHX","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"pith_short_16","alias_value":"ADX6KHXA2HHXXNUO","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"pith_short_8","alias_value":"ADX6KHXA","created_at":"2026-07-05T06:26:41Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:ADX6KHXA2HHXXNUOIAZXOBYGH3","target":"record","payload":{"canonical_record":{"source":{"id":"2207.10553","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-21T15:51:30Z","cross_cats_sorted":["cs.AI","cs.CV","cs.MA"],"title_canon_sha256":"ce246c0b67e2ba8ecd688f221bd3e579e69d586158fa3be48db69521de7dfd61","abstract_canon_sha256":"d59f2f6941f4d94812683b064bbce2de10d98ccc470e8d98f842861332f21d10"},"schema_version":"1.0"},"canonical_sha256":"00efe51ee0d1cf7bb68e40337707063eddeecbd625e9503a01c8fbc5552397be","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:26:41.552787Z","signature_b64":"d6lJbp9yGsJR88g2bBvW1ZHBvxU5n4WRmE/RjJlkZnJY8dS/o7918DnEEJXC0dlS4y1Y0tFewG4JplqqyfitBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"00efe51ee0d1cf7bb68e40337707063eddeecbd625e9503a01c8fbc5552397be","last_reissued_at":"2026-07-05T06:26:41.552015Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:26:41.552015Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2207.10553","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:26:41Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"K5J4KVvtKklrXExJhD1RTIGoxSfEdhcqd2UJT16y1P3uWIeA3e9frqi3CBbfYdcefb/wecO+66/qgeY0/x3zBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T07:14:53.157677Z"},"content_sha256":"23fbd8d7702d3c1698cfb6ad32d5500372a114dcd203a2595bf635b1596e77f5","schema_version":"1.0","event_id":"sha256:23fbd8d7702d3c1698cfb6ad32d5500372a114dcd203a2595bf635b1596e77f5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:ADX6KHXA2HHXXNUOIAZXOBYGH3","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behavior","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.CV","cs.MA"],"primary_cat":"cs.LG","authors_text":"Alice Robie, Andrew Ulmer, Ann Kennedy, Brian Geuther, Catherine E. Schretter, Chao Sun, Dipam Chakraborty, Edward Hayes, Eric Werner, Heng Jia, Jennifer J. Sun, Joseph Parker, Julian M. Wagner, Keith Sheppard, Kristin Branson, Markus Marks, Milan Peelman, Param Uttarwar, Pietro Perona, Sebastian Oleszko, Vivek Kumar, Yisong Yue, Zachary Partridge","submitted_at":"2022-07-21T15:51:30Z","abstract_excerpt":"We introduce MABe22, a large-scale, multi-agent video and trajectory benchmark to assess the quality of learned behavior representations. This dataset is collected from a variety of biology experiments, and includes triplets of interacting mice (4.7 million frames video+pose tracking data, 10 million frames pose only), symbiotic beetle-ant interactions (10 million frames video data), and groups of interacting flies (4.4 million frames of pose tracking data). Accompanying these data, we introduce a panel of real-life downstream analysis tasks to assess the quality of learned representations by "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.10553","kind":"arxiv","version":2},"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/2207.10553/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":"2026-07-05T06:26:41Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"A5kmDm9I58HnOS4MVF01mgjiPlMUKIE/lXC1qItcYkwetHqVdTtwh8N5e06Zlf0V8PFKLLwq8Mr49Yg9I/5tDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T07:14:53.158052Z"},"content_sha256":"85dfe7bb11dcd7777c67d2ba63f8f6a36d5131e8c30d5f6d8bba6c327c2bd141","schema_version":"1.0","event_id":"sha256:85dfe7bb11dcd7777c67d2ba63f8f6a36d5131e8c30d5f6d8bba6c327c2bd141"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ADX6KHXA2HHXXNUOIAZXOBYGH3/bundle.json","state_url":"https://pith.science/pith/ADX6KHXA2HHXXNUOIAZXOBYGH3/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ADX6KHXA2HHXXNUOIAZXOBYGH3/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":"2026-07-06T07:14:53Z","links":{"resolver":"https://pith.science/pith/ADX6KHXA2HHXXNUOIAZXOBYGH3","bundle":"https://pith.science/pith/ADX6KHXA2HHXXNUOIAZXOBYGH3/bundle.json","state":"https://pith.science/pith/ADX6KHXA2HHXXNUOIAZXOBYGH3/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ADX6KHXA2HHXXNUOIAZXOBYGH3/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:ADX6KHXA2HHXXNUOIAZXOBYGH3","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":"d59f2f6941f4d94812683b064bbce2de10d98ccc470e8d98f842861332f21d10","cross_cats_sorted":["cs.AI","cs.CV","cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-21T15:51:30Z","title_canon_sha256":"ce246c0b67e2ba8ecd688f221bd3e579e69d586158fa3be48db69521de7dfd61"},"schema_version":"1.0","source":{"id":"2207.10553","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.10553","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"arxiv_version","alias_value":"2207.10553v2","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.10553","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"pith_short_12","alias_value":"ADX6KHXA2HHX","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"pith_short_16","alias_value":"ADX6KHXA2HHXXNUO","created_at":"2026-07-05T06:26:41Z"},{"alias_kind":"pith_short_8","alias_value":"ADX6KHXA","created_at":"2026-07-05T06:26:41Z"}],"graph_snapshots":[{"event_id":"sha256:85dfe7bb11dcd7777c67d2ba63f8f6a36d5131e8c30d5f6d8bba6c327c2bd141","target":"graph","created_at":"2026-07-05T06:26:41Z","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/2207.10553/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We introduce MABe22, a large-scale, multi-agent video and trajectory benchmark to assess the quality of learned behavior representations. This dataset is collected from a variety of biology experiments, and includes triplets of interacting mice (4.7 million frames video+pose tracking data, 10 million frames pose only), symbiotic beetle-ant interactions (10 million frames video data), and groups of interacting flies (4.4 million frames of pose tracking data). Accompanying these data, we introduce a panel of real-life downstream analysis tasks to assess the quality of learned representations by ","authors_text":"Alice Robie, Andrew Ulmer, Ann Kennedy, Brian Geuther, Catherine E. Schretter, Chao Sun, Dipam Chakraborty, Edward Hayes, Eric Werner, Heng Jia, Jennifer J. Sun, Joseph Parker, Julian M. Wagner, Keith Sheppard, Kristin Branson, Markus Marks, Milan Peelman, Param Uttarwar, Pietro Perona, Sebastian Oleszko, Vivek Kumar, Yisong Yue, Zachary Partridge","cross_cats":["cs.AI","cs.CV","cs.MA"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-21T15:51:30Z","title":"MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behavior"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.10553","kind":"arxiv","version":2},"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":"sha256:23fbd8d7702d3c1698cfb6ad32d5500372a114dcd203a2595bf635b1596e77f5","target":"record","created_at":"2026-07-05T06:26:41Z","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":"d59f2f6941f4d94812683b064bbce2de10d98ccc470e8d98f842861332f21d10","cross_cats_sorted":["cs.AI","cs.CV","cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-07-21T15:51:30Z","title_canon_sha256":"ce246c0b67e2ba8ecd688f221bd3e579e69d586158fa3be48db69521de7dfd61"},"schema_version":"1.0","source":{"id":"2207.10553","kind":"arxiv","version":2}},"canonical_sha256":"00efe51ee0d1cf7bb68e40337707063eddeecbd625e9503a01c8fbc5552397be","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"00efe51ee0d1cf7bb68e40337707063eddeecbd625e9503a01c8fbc5552397be","first_computed_at":"2026-07-05T06:26:41.552015Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:26:41.552015Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"d6lJbp9yGsJR88g2bBvW1ZHBvxU5n4WRmE/RjJlkZnJY8dS/o7918DnEEJXC0dlS4y1Y0tFewG4JplqqyfitBA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:26:41.552787Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.10553","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:23fbd8d7702d3c1698cfb6ad32d5500372a114dcd203a2595bf635b1596e77f5","sha256:85dfe7bb11dcd7777c67d2ba63f8f6a36d5131e8c30d5f6d8bba6c327c2bd141"],"state_sha256":"d7a73058eb6ea25b49fab61004e16bea952bdf43ca5dc31605f550e7a82d8b08"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"oKyA944TCeIr5KyvrddoQvvFZpNnvWRnuw0lfH+yRrw02WuTMm/8iC1xPFhVDHeKV0tLs9q0rzBZj5Lsy7/6CA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T07:14:53.160010Z","bundle_sha256":"8fb3d293a396acb93a7042917aa3ba6332b93d8db5fff394c0121582262502bf"}}